{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.sampledata.stocks import AAPL\n",
    "import numpy as np\n",
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'date': ['2000-03-01',\n",
       "  '2000-03-02',\n",
       "  '2000-03-03',\n",
       "  '2000-03-06',\n",
       "  '2000-03-07',\n",
       "  '2000-03-08',\n",
       "  '2000-03-09',\n",
       "  '2000-03-10',\n",
       "  '2000-03-13',\n",
       "  '2000-03-14',\n",
       "  '2000-03-15',\n",
       "  '2000-03-16',\n",
       "  '2000-03-17',\n",
       "  '2000-03-20',\n",
       "  '2000-03-21',\n",
       "  '2000-03-22',\n",
       "  '2000-03-23',\n",
       "  '2000-03-24',\n",
       "  '2000-03-27',\n",
       "  '2000-03-28',\n",
       "  '2000-03-29',\n",
       "  '2000-03-30',\n",
       "  '2000-03-31',\n",
       "  '2000-04-03',\n",
       "  '2000-04-04',\n",
       "  '2000-04-05',\n",
       "  '2000-04-06',\n",
       "  '2000-04-07',\n",
       "  '2000-04-10',\n",
       "  '2000-04-11',\n",
       "  '2000-04-12',\n",
       "  '2000-04-13',\n",
       "  '2000-04-14',\n",
       "  '2000-04-17',\n",
       "  '2000-04-18',\n",
       "  '2000-04-19',\n",
       "  '2000-04-20',\n",
       "  '2000-04-24',\n",
       "  '2000-04-25',\n",
       "  '2000-04-26',\n",
       "  '2000-04-27',\n",
       "  '2000-04-28',\n",
       "  '2000-05-01',\n",
       "  '2000-05-02',\n",
       "  '2000-05-03',\n",
       "  '2000-05-04',\n",
       "  '2000-05-05',\n",
       "  '2000-05-08',\n",
       "  '2000-05-09',\n",
       "  '2000-05-10',\n",
       "  '2000-05-11',\n",
       "  '2000-05-12',\n",
       "  '2000-05-15',\n",
       "  '2000-05-16',\n",
       "  '2000-05-17',\n",
       "  '2000-05-18',\n",
       "  '2000-05-19',\n",
       "  '2000-05-22',\n",
       "  '2000-05-23',\n",
       "  '2000-05-24',\n",
       "  '2000-05-25',\n",
       "  '2000-05-26',\n",
       "  '2000-05-30',\n",
       "  '2000-05-31',\n",
       "  '2000-06-01',\n",
       "  '2000-06-02',\n",
       "  '2000-06-05',\n",
       "  '2000-06-06',\n",
       "  '2000-06-07',\n",
       "  '2000-06-08',\n",
       "  '2000-06-09',\n",
       "  '2000-06-12',\n",
       "  '2000-06-13',\n",
       "  '2000-06-14',\n",
       "  '2000-06-15',\n",
       "  '2000-06-16',\n",
       "  '2000-06-19',\n",
       "  '2000-06-20',\n",
       "  '2000-06-21',\n",
       "  '2000-06-22',\n",
       "  '2000-06-23',\n",
       "  '2000-06-26',\n",
       "  '2000-06-27',\n",
       "  '2000-06-28',\n",
       "  '2000-06-29',\n",
       "  '2000-06-30',\n",
       "  '2000-07-03',\n",
       "  '2000-07-05',\n",
       "  '2000-07-06',\n",
       "  '2000-07-07',\n",
       "  '2000-07-10',\n",
       "  '2000-07-11',\n",
       "  '2000-07-12',\n",
       "  '2000-07-13',\n",
       "  '2000-07-14',\n",
       "  '2000-07-17',\n",
       "  '2000-07-18',\n",
       "  '2000-07-19',\n",
       "  '2000-07-20',\n",
       "  '2000-07-21',\n",
       "  '2000-07-24',\n",
       "  '2000-07-25',\n",
       "  '2000-07-26',\n",
       "  '2000-07-27',\n",
       "  '2000-07-28',\n",
       "  '2000-07-31',\n",
       "  '2000-08-01',\n",
       "  '2000-08-02',\n",
       "  '2000-08-03',\n",
       "  '2000-08-04',\n",
       "  '2000-08-07',\n",
       "  '2000-08-08',\n",
       "  '2000-08-09',\n",
       "  '2000-08-10',\n",
       "  '2000-08-11',\n",
       "  '2000-08-14',\n",
       "  '2000-08-15',\n",
       "  '2000-08-16',\n",
       "  '2000-08-17',\n",
       "  '2000-08-18',\n",
       "  '2000-08-21',\n",
       "  '2000-08-22',\n",
       "  '2000-08-23',\n",
       "  '2000-08-24',\n",
       "  '2000-08-25',\n",
       "  '2000-08-28',\n",
       "  '2000-08-29',\n",
       "  '2000-08-30',\n",
       "  '2000-08-31',\n",
       "  '2000-09-01',\n",
       "  '2000-09-05',\n",
       "  '2000-09-06',\n",
       "  '2000-09-07',\n",
       "  '2000-09-08',\n",
       "  '2000-09-11',\n",
       "  '2000-09-12',\n",
       "  '2000-09-13',\n",
       "  '2000-09-14',\n",
       "  '2000-09-15',\n",
       "  '2000-09-18',\n",
       "  '2000-09-19',\n",
       "  '2000-09-20',\n",
       "  '2000-09-21',\n",
       "  '2000-09-22',\n",
       "  '2000-09-25',\n",
       "  '2000-09-26',\n",
       "  '2000-09-27',\n",
       "  '2000-09-28',\n",
       "  '2000-09-29',\n",
       "  '2000-10-02',\n",
       "  '2000-10-03',\n",
       "  '2000-10-04',\n",
       "  '2000-10-05',\n",
       "  '2000-10-06',\n",
       "  '2000-10-09',\n",
       "  '2000-10-10',\n",
       "  '2000-10-11',\n",
       "  '2000-10-12',\n",
       "  '2000-10-13',\n",
       "  '2000-10-16',\n",
       "  '2000-10-17',\n",
       "  '2000-10-18',\n",
       "  '2000-10-19',\n",
       "  '2000-10-20',\n",
       "  '2000-10-23',\n",
       "  '2000-10-24',\n",
       "  '2000-10-25',\n",
       "  '2000-10-26',\n",
       "  '2000-10-27',\n",
       "  '2000-10-30',\n",
       "  '2000-10-31',\n",
       "  '2000-11-01',\n",
       "  '2000-11-02',\n",
       "  '2000-11-03',\n",
       "  '2000-11-06',\n",
       "  '2000-11-07',\n",
       "  '2000-11-08',\n",
       "  '2000-11-09',\n",
       "  '2000-11-10',\n",
       "  '2000-11-13',\n",
       "  '2000-11-14',\n",
       "  '2000-11-15',\n",
       "  '2000-11-16',\n",
       "  '2000-11-17',\n",
       "  '2000-11-20',\n",
       "  '2000-11-21',\n",
       "  '2000-11-22',\n",
       "  '2000-11-24',\n",
       "  '2000-11-27',\n",
       "  '2000-11-28',\n",
       "  '2000-11-29',\n",
       "  '2000-11-30',\n",
       "  '2000-12-01',\n",
       "  '2000-12-04',\n",
       "  '2000-12-05',\n",
       "  '2000-12-06',\n",
       "  '2000-12-07',\n",
       "  '2000-12-08',\n",
       "  '2000-12-11',\n",
       "  '2000-12-12',\n",
       "  '2000-12-13',\n",
       "  '2000-12-14',\n",
       "  '2000-12-15',\n",
       "  '2000-12-18',\n",
       "  '2000-12-19',\n",
       "  '2000-12-20',\n",
       "  '2000-12-21',\n",
       "  '2000-12-22',\n",
       "  '2000-12-26',\n",
       "  '2000-12-27',\n",
       "  '2000-12-28',\n",
       "  '2000-12-29',\n",
       "  '2001-01-02',\n",
       "  '2001-01-03',\n",
       "  '2001-01-04',\n",
       "  '2001-01-05',\n",
       "  '2001-01-08',\n",
       "  '2001-01-09',\n",
       "  '2001-01-10',\n",
       "  '2001-01-11',\n",
       "  '2001-01-12',\n",
       "  '2001-01-16',\n",
       "  '2001-01-17',\n",
       "  '2001-01-18',\n",
       "  '2001-01-19',\n",
       "  '2001-01-22',\n",
       "  '2001-01-23',\n",
       "  '2001-01-24',\n",
       "  '2001-01-25',\n",
       "  '2001-01-26',\n",
       "  '2001-01-29',\n",
       "  '2001-01-30',\n",
       "  '2001-01-31',\n",
       "  '2001-02-01',\n",
       "  '2001-02-02',\n",
       "  '2001-02-05',\n",
       "  '2001-02-06',\n",
       "  '2001-02-07',\n",
       "  '2001-02-08',\n",
       "  '2001-02-09',\n",
       "  '2001-02-12',\n",
       "  '2001-02-13',\n",
       "  '2001-02-14',\n",
       "  '2001-02-15',\n",
       "  '2001-02-16',\n",
       "  '2001-02-20',\n",
       "  '2001-02-21',\n",
       "  '2001-02-22',\n",
       "  '2001-02-23',\n",
       "  '2001-02-26',\n",
       "  '2001-02-27',\n",
       "  '2001-02-28',\n",
       "  '2001-03-01',\n",
       "  '2001-03-02',\n",
       "  '2001-03-05',\n",
       "  '2001-03-06',\n",
       "  '2001-03-07',\n",
       "  '2001-03-08',\n",
       "  '2001-03-09',\n",
       "  '2001-03-12',\n",
       "  '2001-03-13',\n",
       "  '2001-03-14',\n",
       "  '2001-03-15',\n",
       "  '2001-03-16',\n",
       "  '2001-03-19',\n",
       "  '2001-03-20',\n",
       "  '2001-03-21',\n",
       "  '2001-03-22',\n",
       "  '2001-03-23',\n",
       "  '2001-03-26',\n",
       "  '2001-03-27',\n",
       "  '2001-03-28',\n",
       "  '2001-03-29',\n",
       "  '2001-03-30',\n",
       "  '2001-04-02',\n",
       "  '2001-04-03',\n",
       "  '2001-04-04',\n",
       "  '2001-04-05',\n",
       "  '2001-04-06',\n",
       "  '2001-04-09',\n",
       "  '2001-04-10',\n",
       "  '2001-04-11',\n",
       "  '2001-04-12',\n",
       "  '2001-04-16',\n",
       "  '2001-04-17',\n",
       "  '2001-04-18',\n",
       "  '2001-04-19',\n",
       "  '2001-04-20',\n",
       "  '2001-04-23',\n",
       "  '2001-04-24',\n",
       "  '2001-04-25',\n",
       "  '2001-04-26',\n",
       "  '2001-04-27',\n",
       "  '2001-04-30',\n",
       "  '2001-05-01',\n",
       "  '2001-05-02',\n",
       "  '2001-05-03',\n",
       "  '2001-05-04',\n",
       "  '2001-05-07',\n",
       "  '2001-05-08',\n",
       "  '2001-05-09',\n",
       "  '2001-05-10',\n",
       "  '2001-05-11',\n",
       "  '2001-05-14',\n",
       "  '2001-05-15',\n",
       "  '2001-05-16',\n",
       "  '2001-05-17',\n",
       "  '2001-05-18',\n",
       "  '2001-05-21',\n",
       "  '2001-05-22',\n",
       "  '2001-05-23',\n",
       "  '2001-05-24',\n",
       "  '2001-05-25',\n",
       "  '2001-05-29',\n",
       "  '2001-05-30',\n",
       "  '2001-05-31',\n",
       "  '2001-06-01',\n",
       "  '2001-06-04',\n",
       "  '2001-06-05',\n",
       "  '2001-06-06',\n",
       "  '2001-06-07',\n",
       "  '2001-06-08',\n",
       "  '2001-06-11',\n",
       "  '2001-06-12',\n",
       "  '2001-06-13',\n",
       "  '2001-06-14',\n",
       "  '2001-06-15',\n",
       "  '2001-06-18',\n",
       "  '2001-06-19',\n",
       "  '2001-06-20',\n",
       "  '2001-06-21',\n",
       "  '2001-06-22',\n",
       "  '2001-06-25',\n",
       "  '2001-06-26',\n",
       "  '2001-06-27',\n",
       "  '2001-06-28',\n",
       "  '2001-06-29',\n",
       "  '2001-07-02',\n",
       "  '2001-07-03',\n",
       "  '2001-07-05',\n",
       "  '2001-07-06',\n",
       "  '2001-07-09',\n",
       "  '2001-07-10',\n",
       "  '2001-07-11',\n",
       "  '2001-07-12',\n",
       "  '2001-07-13',\n",
       "  '2001-07-16',\n",
       "  '2001-07-17',\n",
       "  '2001-07-18',\n",
       "  '2001-07-19',\n",
       "  '2001-07-20',\n",
       "  '2001-07-23',\n",
       "  '2001-07-24',\n",
       "  '2001-07-25',\n",
       "  '2001-07-26',\n",
       "  '2001-07-27',\n",
       "  '2001-07-30',\n",
       "  '2001-07-31',\n",
       "  '2001-08-01',\n",
       "  '2001-08-02',\n",
       "  '2001-08-03',\n",
       "  '2001-08-06',\n",
       "  '2001-08-07',\n",
       "  '2001-08-08',\n",
       "  '2001-08-09',\n",
       "  '2001-08-10',\n",
       "  '2001-08-13',\n",
       "  '2001-08-14',\n",
       "  '2001-08-15',\n",
       "  '2001-08-16',\n",
       "  '2001-08-17',\n",
       "  '2001-08-20',\n",
       "  '2001-08-21',\n",
       "  '2001-08-22',\n",
       "  '2001-08-23',\n",
       "  '2001-08-24',\n",
       "  '2001-08-27',\n",
       "  '2001-08-28',\n",
       "  '2001-08-29',\n",
       "  '2001-08-30',\n",
       "  '2001-08-31',\n",
       "  '2001-09-04',\n",
       "  '2001-09-05',\n",
       "  '2001-09-06',\n",
       "  '2001-09-07',\n",
       "  '2001-09-10',\n",
       "  '2001-09-17',\n",
       "  '2001-09-18',\n",
       "  '2001-09-19',\n",
       "  '2001-09-20',\n",
       "  '2001-09-21',\n",
       "  '2001-09-24',\n",
       "  '2001-09-25',\n",
       "  '2001-09-26',\n",
       "  '2001-09-27',\n",
       "  '2001-09-28',\n",
       "  '2001-10-01',\n",
       "  '2001-10-02',\n",
       "  '2001-10-03',\n",
       "  '2001-10-04',\n",
       "  '2001-10-05',\n",
       "  '2001-10-08',\n",
       "  '2001-10-09',\n",
       "  '2001-10-10',\n",
       "  '2001-10-11',\n",
       "  '2001-10-12',\n",
       "  '2001-10-15',\n",
       "  '2001-10-16',\n",
       "  '2001-10-17',\n",
       "  '2001-10-18',\n",
       "  '2001-10-19',\n",
       "  '2001-10-22',\n",
       "  '2001-10-23',\n",
       "  '2001-10-24',\n",
       "  '2001-10-25',\n",
       "  '2001-10-26',\n",
       "  '2001-10-29',\n",
       "  '2001-10-30',\n",
       "  '2001-10-31',\n",
       "  '2001-11-01',\n",
       "  '2001-11-02',\n",
       "  '2001-11-05',\n",
       "  '2001-11-06',\n",
       "  '2001-11-07',\n",
       "  '2001-11-08',\n",
       "  '2001-11-09',\n",
       "  '2001-11-12',\n",
       "  '2001-11-13',\n",
       "  '2001-11-14',\n",
       "  '2001-11-15',\n",
       "  '2001-11-16',\n",
       "  '2001-11-19',\n",
       "  '2001-11-20',\n",
       "  '2001-11-21',\n",
       "  '2001-11-23',\n",
       "  '2001-11-26',\n",
       "  '2001-11-27',\n",
       "  '2001-11-28',\n",
       "  '2001-11-29',\n",
       "  '2001-11-30',\n",
       "  '2001-12-03',\n",
       "  '2001-12-04',\n",
       "  '2001-12-05',\n",
       "  '2001-12-06',\n",
       "  '2001-12-07',\n",
       "  '2001-12-10',\n",
       "  '2001-12-11',\n",
       "  '2001-12-12',\n",
       "  '2001-12-13',\n",
       "  '2001-12-14',\n",
       "  '2001-12-17',\n",
       "  '2001-12-18',\n",
       "  '2001-12-19',\n",
       "  '2001-12-20',\n",
       "  '2001-12-21',\n",
       "  '2001-12-24',\n",
       "  '2001-12-26',\n",
       "  '2001-12-27',\n",
       "  '2001-12-28',\n",
       "  '2001-12-31',\n",
       "  '2002-01-02',\n",
       "  '2002-01-03',\n",
       "  '2002-01-04',\n",
       "  '2002-01-07',\n",
       "  '2002-01-08',\n",
       "  '2002-01-09',\n",
       "  '2002-01-10',\n",
       "  '2002-01-11',\n",
       "  '2002-01-14',\n",
       "  '2002-01-15',\n",
       "  '2002-01-16',\n",
       "  '2002-01-17',\n",
       "  '2002-01-18',\n",
       "  '2002-01-22',\n",
       "  '2002-01-23',\n",
       "  '2002-01-24',\n",
       "  '2002-01-25',\n",
       "  '2002-01-28',\n",
       "  '2002-01-29',\n",
       "  '2002-01-30',\n",
       "  '2002-01-31',\n",
       "  '2002-02-01',\n",
       "  '2002-02-04',\n",
       "  '2002-02-05',\n",
       "  '2002-02-06',\n",
       "  '2002-02-07',\n",
       "  '2002-02-08',\n",
       "  '2002-02-11',\n",
       "  '2002-02-12',\n",
       "  '2002-02-13',\n",
       "  '2002-02-14',\n",
       "  '2002-02-15',\n",
       "  '2002-02-19',\n",
       "  '2002-02-20',\n",
       "  '2002-02-21',\n",
       "  '2002-02-22',\n",
       "  '2002-02-25',\n",
       "  '2002-02-26',\n",
       "  '2002-02-27',\n",
       "  '2002-02-28',\n",
       "  '2002-03-01',\n",
       "  '2002-03-04',\n",
       "  '2002-03-05',\n",
       "  '2002-03-06',\n",
       "  '2002-03-07',\n",
       "  '2002-03-08',\n",
       "  '2002-03-11',\n",
       "  '2002-03-12',\n",
       "  '2002-03-13',\n",
       "  '2002-03-14',\n",
       "  '2002-03-15',\n",
       "  '2002-03-18',\n",
       "  '2002-03-19',\n",
       "  '2002-03-20',\n",
       "  '2002-03-21',\n",
       "  '2002-03-22',\n",
       "  '2002-03-25',\n",
       "  '2002-03-26',\n",
       "  '2002-03-27',\n",
       "  '2002-03-28',\n",
       "  '2002-04-01',\n",
       "  '2002-04-02',\n",
       "  '2002-04-03',\n",
       "  '2002-04-04',\n",
       "  '2002-04-05',\n",
       "  '2002-04-08',\n",
       "  '2002-04-09',\n",
       "  '2002-04-10',\n",
       "  '2002-04-11',\n",
       "  '2002-04-12',\n",
       "  '2002-04-15',\n",
       "  '2002-04-16',\n",
       "  '2002-04-17',\n",
       "  '2002-04-18',\n",
       "  '2002-04-19',\n",
       "  '2002-04-22',\n",
       "  '2002-04-23',\n",
       "  '2002-04-24',\n",
       "  '2002-04-25',\n",
       "  '2002-04-26',\n",
       "  '2002-04-29',\n",
       "  '2002-04-30',\n",
       "  '2002-05-01',\n",
       "  '2002-05-02',\n",
       "  '2002-05-03',\n",
       "  '2002-05-06',\n",
       "  '2002-05-07',\n",
       "  '2002-05-08',\n",
       "  '2002-05-09',\n",
       "  '2002-05-10',\n",
       "  '2002-05-13',\n",
       "  '2002-05-14',\n",
       "  '2002-05-15',\n",
       "  '2002-05-16',\n",
       "  '2002-05-17',\n",
       "  '2002-05-20',\n",
       "  '2002-05-21',\n",
       "  '2002-05-22',\n",
       "  '2002-05-23',\n",
       "  '2002-05-24',\n",
       "  '2002-05-28',\n",
       "  '2002-05-29',\n",
       "  '2002-05-30',\n",
       "  '2002-05-31',\n",
       "  '2002-06-03',\n",
       "  '2002-06-04',\n",
       "  '2002-06-05',\n",
       "  '2002-06-06',\n",
       "  '2002-06-07',\n",
       "  '2002-06-10',\n",
       "  '2002-06-11',\n",
       "  '2002-06-12',\n",
       "  '2002-06-13',\n",
       "  '2002-06-14',\n",
       "  '2002-06-17',\n",
       "  '2002-06-18',\n",
       "  '2002-06-19',\n",
       "  '2002-06-20',\n",
       "  '2002-06-21',\n",
       "  '2002-06-24',\n",
       "  '2002-06-25',\n",
       "  '2002-06-26',\n",
       "  '2002-06-27',\n",
       "  '2002-06-28',\n",
       "  '2002-07-01',\n",
       "  '2002-07-02',\n",
       "  '2002-07-03',\n",
       "  '2002-07-05',\n",
       "  '2002-07-08',\n",
       "  '2002-07-09',\n",
       "  '2002-07-10',\n",
       "  '2002-07-11',\n",
       "  '2002-07-12',\n",
       "  '2002-07-15',\n",
       "  '2002-07-16',\n",
       "  '2002-07-17',\n",
       "  '2002-07-18',\n",
       "  '2002-07-19',\n",
       "  '2002-07-22',\n",
       "  '2002-07-23',\n",
       "  '2002-07-24',\n",
       "  '2002-07-25',\n",
       "  '2002-07-26',\n",
       "  '2002-07-29',\n",
       "  '2002-07-30',\n",
       "  '2002-07-31',\n",
       "  '2002-08-01',\n",
       "  '2002-08-02',\n",
       "  '2002-08-05',\n",
       "  '2002-08-06',\n",
       "  '2002-08-07',\n",
       "  '2002-08-08',\n",
       "  '2002-08-09',\n",
       "  '2002-08-12',\n",
       "  '2002-08-13',\n",
       "  '2002-08-14',\n",
       "  '2002-08-15',\n",
       "  '2002-08-16',\n",
       "  '2002-08-19',\n",
       "  '2002-08-20',\n",
       "  '2002-08-21',\n",
       "  '2002-08-22',\n",
       "  '2002-08-23',\n",
       "  '2002-08-26',\n",
       "  '2002-08-27',\n",
       "  '2002-08-28',\n",
       "  '2002-08-29',\n",
       "  '2002-08-30',\n",
       "  '2002-09-03',\n",
       "  '2002-09-04',\n",
       "  '2002-09-05',\n",
       "  '2002-09-06',\n",
       "  '2002-09-09',\n",
       "  '2002-09-10',\n",
       "  '2002-09-11',\n",
       "  '2002-09-12',\n",
       "  '2002-09-13',\n",
       "  '2002-09-16',\n",
       "  '2002-09-17',\n",
       "  '2002-09-18',\n",
       "  '2002-09-19',\n",
       "  '2002-09-20',\n",
       "  '2002-09-23',\n",
       "  '2002-09-24',\n",
       "  '2002-09-25',\n",
       "  '2002-09-26',\n",
       "  '2002-09-27',\n",
       "  '2002-09-30',\n",
       "  '2002-10-01',\n",
       "  '2002-10-02',\n",
       "  '2002-10-03',\n",
       "  '2002-10-04',\n",
       "  '2002-10-07',\n",
       "  '2002-10-08',\n",
       "  '2002-10-09',\n",
       "  '2002-10-10',\n",
       "  '2002-10-11',\n",
       "  '2002-10-14',\n",
       "  '2002-10-15',\n",
       "  '2002-10-16',\n",
       "  '2002-10-17',\n",
       "  '2002-10-18',\n",
       "  '2002-10-21',\n",
       "  '2002-10-22',\n",
       "  '2002-10-23',\n",
       "  '2002-10-24',\n",
       "  '2002-10-25',\n",
       "  '2002-10-28',\n",
       "  '2002-10-29',\n",
       "  '2002-10-30',\n",
       "  '2002-10-31',\n",
       "  '2002-11-01',\n",
       "  '2002-11-04',\n",
       "  '2002-11-05',\n",
       "  '2002-11-06',\n",
       "  '2002-11-07',\n",
       "  '2002-11-08',\n",
       "  '2002-11-11',\n",
       "  '2002-11-12',\n",
       "  '2002-11-13',\n",
       "  '2002-11-14',\n",
       "  '2002-11-15',\n",
       "  '2002-11-18',\n",
       "  '2002-11-19',\n",
       "  '2002-11-20',\n",
       "  '2002-11-21',\n",
       "  '2002-11-22',\n",
       "  '2002-11-25',\n",
       "  '2002-11-26',\n",
       "  '2002-11-27',\n",
       "  '2002-11-29',\n",
       "  '2002-12-02',\n",
       "  '2002-12-03',\n",
       "  '2002-12-04',\n",
       "  '2002-12-05',\n",
       "  '2002-12-06',\n",
       "  '2002-12-09',\n",
       "  '2002-12-10',\n",
       "  '2002-12-11',\n",
       "  '2002-12-12',\n",
       "  '2002-12-13',\n",
       "  '2002-12-16',\n",
       "  '2002-12-17',\n",
       "  '2002-12-18',\n",
       "  '2002-12-19',\n",
       "  '2002-12-20',\n",
       "  '2002-12-23',\n",
       "  '2002-12-24',\n",
       "  '2002-12-26',\n",
       "  '2002-12-27',\n",
       "  '2002-12-30',\n",
       "  '2002-12-31',\n",
       "  '2003-01-02',\n",
       "  '2003-01-03',\n",
       "  '2003-01-06',\n",
       "  '2003-01-07',\n",
       "  '2003-01-08',\n",
       "  '2003-01-09',\n",
       "  '2003-01-10',\n",
       "  '2003-01-13',\n",
       "  '2003-01-14',\n",
       "  '2003-01-15',\n",
       "  '2003-01-16',\n",
       "  '2003-01-17',\n",
       "  '2003-01-21',\n",
       "  '2003-01-22',\n",
       "  '2003-01-23',\n",
       "  '2003-01-24',\n",
       "  '2003-01-27',\n",
       "  '2003-01-28',\n",
       "  '2003-01-29',\n",
       "  '2003-01-30',\n",
       "  '2003-01-31',\n",
       "  '2003-02-03',\n",
       "  '2003-02-04',\n",
       "  '2003-02-05',\n",
       "  '2003-02-06',\n",
       "  '2003-02-07',\n",
       "  '2003-02-10',\n",
       "  '2003-02-11',\n",
       "  '2003-02-12',\n",
       "  '2003-02-13',\n",
       "  '2003-02-14',\n",
       "  '2003-02-18',\n",
       "  '2003-02-19',\n",
       "  '2003-02-20',\n",
       "  '2003-02-21',\n",
       "  '2003-02-24',\n",
       "  '2003-02-25',\n",
       "  '2003-02-26',\n",
       "  '2003-02-27',\n",
       "  '2003-02-28',\n",
       "  '2003-03-03',\n",
       "  '2003-03-04',\n",
       "  '2003-03-05',\n",
       "  '2003-03-06',\n",
       "  '2003-03-07',\n",
       "  '2003-03-10',\n",
       "  '2003-03-11',\n",
       "  '2003-03-12',\n",
       "  '2003-03-13',\n",
       "  '2003-03-14',\n",
       "  '2003-03-17',\n",
       "  '2003-03-18',\n",
       "  '2003-03-19',\n",
       "  '2003-03-20',\n",
       "  '2003-03-21',\n",
       "  '2003-03-24',\n",
       "  '2003-03-25',\n",
       "  '2003-03-26',\n",
       "  '2003-03-27',\n",
       "  '2003-03-28',\n",
       "  '2003-03-31',\n",
       "  '2003-04-01',\n",
       "  '2003-04-02',\n",
       "  '2003-04-03',\n",
       "  '2003-04-04',\n",
       "  '2003-04-07',\n",
       "  '2003-04-08',\n",
       "  '2003-04-09',\n",
       "  '2003-04-10',\n",
       "  '2003-04-11',\n",
       "  '2003-04-14',\n",
       "  '2003-04-15',\n",
       "  '2003-04-16',\n",
       "  '2003-04-17',\n",
       "  '2003-04-21',\n",
       "  '2003-04-22',\n",
       "  '2003-04-23',\n",
       "  '2003-04-24',\n",
       "  '2003-04-25',\n",
       "  '2003-04-28',\n",
       "  '2003-04-29',\n",
       "  '2003-04-30',\n",
       "  '2003-05-01',\n",
       "  '2003-05-02',\n",
       "  '2003-05-05',\n",
       "  '2003-05-06',\n",
       "  '2003-05-07',\n",
       "  '2003-05-08',\n",
       "  '2003-05-09',\n",
       "  '2003-05-12',\n",
       "  '2003-05-13',\n",
       "  '2003-05-14',\n",
       "  '2003-05-15',\n",
       "  '2003-05-16',\n",
       "  '2003-05-19',\n",
       "  '2003-05-20',\n",
       "  '2003-05-21',\n",
       "  '2003-05-22',\n",
       "  '2003-05-23',\n",
       "  '2003-05-27',\n",
       "  '2003-05-28',\n",
       "  '2003-05-29',\n",
       "  '2003-05-30',\n",
       "  '2003-06-02',\n",
       "  '2003-06-03',\n",
       "  '2003-06-04',\n",
       "  '2003-06-05',\n",
       "  '2003-06-06',\n",
       "  '2003-06-09',\n",
       "  '2003-06-10',\n",
       "  '2003-06-11',\n",
       "  '2003-06-12',\n",
       "  '2003-06-13',\n",
       "  '2003-06-16',\n",
       "  '2003-06-17',\n",
       "  '2003-06-18',\n",
       "  '2003-06-19',\n",
       "  '2003-06-20',\n",
       "  '2003-06-23',\n",
       "  '2003-06-24',\n",
       "  '2003-06-25',\n",
       "  '2003-06-26',\n",
       "  '2003-06-27',\n",
       "  '2003-06-30',\n",
       "  '2003-07-01',\n",
       "  '2003-07-02',\n",
       "  '2003-07-03',\n",
       "  '2003-07-07',\n",
       "  '2003-07-08',\n",
       "  '2003-07-09',\n",
       "  '2003-07-10',\n",
       "  '2003-07-11',\n",
       "  '2003-07-14',\n",
       "  '2003-07-15',\n",
       "  '2003-07-16',\n",
       "  '2003-07-17',\n",
       "  '2003-07-18',\n",
       "  '2003-07-21',\n",
       "  '2003-07-22',\n",
       "  '2003-07-23',\n",
       "  '2003-07-24',\n",
       "  '2003-07-25',\n",
       "  '2003-07-28',\n",
       "  '2003-07-29',\n",
       "  '2003-07-30',\n",
       "  '2003-07-31',\n",
       "  '2003-08-01',\n",
       "  '2003-08-04',\n",
       "  '2003-08-05',\n",
       "  '2003-08-06',\n",
       "  '2003-08-07',\n",
       "  '2003-08-08',\n",
       "  '2003-08-11',\n",
       "  '2003-08-12',\n",
       "  '2003-08-13',\n",
       "  '2003-08-14',\n",
       "  '2003-08-15',\n",
       "  '2003-08-18',\n",
       "  '2003-08-19',\n",
       "  '2003-08-20',\n",
       "  '2003-08-21',\n",
       "  '2003-08-22',\n",
       "  '2003-08-25',\n",
       "  '2003-08-26',\n",
       "  '2003-08-27',\n",
       "  '2003-08-28',\n",
       "  '2003-08-29',\n",
       "  '2003-09-02',\n",
       "  '2003-09-03',\n",
       "  '2003-09-04',\n",
       "  '2003-09-05',\n",
       "  '2003-09-08',\n",
       "  '2003-09-09',\n",
       "  '2003-09-10',\n",
       "  '2003-09-11',\n",
       "  '2003-09-12',\n",
       "  '2003-09-15',\n",
       "  '2003-09-16',\n",
       "  '2003-09-17',\n",
       "  '2003-09-18',\n",
       "  '2003-09-19',\n",
       "  '2003-09-22',\n",
       "  '2003-09-23',\n",
       "  '2003-09-24',\n",
       "  '2003-09-25',\n",
       "  '2003-09-26',\n",
       "  '2003-09-29',\n",
       "  '2003-09-30',\n",
       "  '2003-10-01',\n",
       "  '2003-10-02',\n",
       "  '2003-10-03',\n",
       "  '2003-10-06',\n",
       "  '2003-10-07',\n",
       "  '2003-10-08',\n",
       "  '2003-10-09',\n",
       "  '2003-10-10',\n",
       "  '2003-10-13',\n",
       "  '2003-10-14',\n",
       "  '2003-10-15',\n",
       "  '2003-10-16',\n",
       "  '2003-10-17',\n",
       "  '2003-10-20',\n",
       "  '2003-10-21',\n",
       "  '2003-10-22',\n",
       "  '2003-10-23',\n",
       "  '2003-10-24',\n",
       "  '2003-10-27',\n",
       "  '2003-10-28',\n",
       "  '2003-10-29',\n",
       "  '2003-10-30',\n",
       "  '2003-10-31',\n",
       "  '2003-11-03',\n",
       "  '2003-11-04',\n",
       "  '2003-11-05',\n",
       "  '2003-11-06',\n",
       "  '2003-11-07',\n",
       "  '2003-11-10',\n",
       "  '2003-11-11',\n",
       "  '2003-11-12',\n",
       "  '2003-11-13',\n",
       "  '2003-11-14',\n",
       "  '2003-11-17',\n",
       "  '2003-11-18',\n",
       "  '2003-11-19',\n",
       "  '2003-11-20',\n",
       "  '2003-11-21',\n",
       "  '2003-11-24',\n",
       "  '2003-11-25',\n",
       "  '2003-11-26',\n",
       "  '2003-11-28',\n",
       "  '2003-12-01',\n",
       "  '2003-12-02',\n",
       "  '2003-12-03',\n",
       "  '2003-12-04',\n",
       "  '2003-12-05',\n",
       "  '2003-12-08',\n",
       "  '2003-12-09',\n",
       "  '2003-12-10',\n",
       "  '2003-12-11',\n",
       "  '2003-12-12',\n",
       "  '2003-12-15',\n",
       "  '2003-12-16',\n",
       "  '2003-12-17',\n",
       "  '2003-12-18',\n",
       "  '2003-12-19',\n",
       "  '2003-12-22',\n",
       "  '2003-12-23',\n",
       "  '2003-12-24',\n",
       "  '2003-12-26',\n",
       "  '2003-12-29',\n",
       "  '2003-12-30',\n",
       "  '2003-12-31',\n",
       "  '2004-01-02',\n",
       "  '2004-01-05',\n",
       "  '2004-01-06',\n",
       "  '2004-01-07',\n",
       "  '2004-01-08',\n",
       "  '2004-01-09',\n",
       "  '2004-01-12',\n",
       "  '2004-01-13',\n",
       "  '2004-01-14',\n",
       "  '2004-01-15',\n",
       "  '2004-01-16',\n",
       "  '2004-01-20',\n",
       "  '2004-01-21',\n",
       "  '2004-01-22',\n",
       "  '2004-01-23',\n",
       "  '2004-01-26',\n",
       "  '2004-01-27',\n",
       "  '2004-01-28',\n",
       "  '2004-01-29',\n",
       "  '2004-01-30',\n",
       "  '2004-02-02',\n",
       "  '2004-02-03',\n",
       "  '2004-02-04',\n",
       "  '2004-02-05',\n",
       "  '2004-02-06',\n",
       "  '2004-02-09',\n",
       "  '2004-02-10',\n",
       "  '2004-02-11',\n",
       "  '2004-02-12',\n",
       "  '2004-02-13',\n",
       "  '2004-02-17',\n",
       "  '2004-02-18',\n",
       "  '2004-02-19',\n",
       "  '2004-02-20',\n",
       "  '2004-02-23',\n",
       "  '2004-02-24',\n",
       "  ...],\n",
       " 'open': [118.56,\n",
       "  127.0,\n",
       "  124.87,\n",
       "  126.0,\n",
       "  126.44,\n",
       "  122.87,\n",
       "  120.87,\n",
       "  121.69,\n",
       "  122.12,\n",
       "  121.22,\n",
       "  115.62,\n",
       "  117.31,\n",
       "  120.12,\n",
       "  123.5,\n",
       "  122.56,\n",
       "  132.78,\n",
       "  142.0,\n",
       "  142.44,\n",
       "  137.63,\n",
       "  137.25,\n",
       "  139.38,\n",
       "  133.56,\n",
       "  127.44,\n",
       "  135.5,\n",
       "  132.63,\n",
       "  126.47,\n",
       "  130.63,\n",
       "  127.25,\n",
       "  131.69,\n",
       "  123.5,\n",
       "  119.0,\n",
       "  111.5,\n",
       "  109.31,\n",
       "  109.5,\n",
       "  123.5,\n",
       "  126.19,\n",
       "  123.69,\n",
       "  115.0,\n",
       "  122.12,\n",
       "  126.62,\n",
       "  117.19,\n",
       "  127.12,\n",
       "  124.87,\n",
       "  123.25,\n",
       "  118.94,\n",
       "  115.12,\n",
       "  110.81,\n",
       "  112.09,\n",
       "  110.31,\n",
       "  104.06,\n",
       "  101.37,\n",
       "  106.0,\n",
       "  108.06,\n",
       "  104.52,\n",
       "  103.62,\n",
       "  103.0,\n",
       "  99.25,\n",
       "  93.75,\n",
       "  90.5,\n",
       "  86.19,\n",
       "  88.5,\n",
       "  88.0,\n",
       "  87.62,\n",
       "  86.87,\n",
       "  81.75,\n",
       "  93.75,\n",
       "  93.31,\n",
       "  91.97,\n",
       "  93.62,\n",
       "  97.62,\n",
       "  96.75,\n",
       "  96.37,\n",
       "  91.19,\n",
       "  94.69,\n",
       "  91.25,\n",
       "  93.5,\n",
       "  90.56,\n",
       "  98.5,\n",
       "  50.5,\n",
       "  55.75,\n",
       "  53.78,\n",
       "  52.5,\n",
       "  53.78,\n",
       "  53.31,\n",
       "  53.06,\n",
       "  52.81,\n",
       "  52.13,\n",
       "  53.25,\n",
       "  52.5,\n",
       "  52.59,\n",
       "  54.09,\n",
       "  57.0,\n",
       "  58.13,\n",
       "  58.5,\n",
       "  57.13,\n",
       "  58.25,\n",
       "  58.5,\n",
       "  55.19,\n",
       "  55.0,\n",
       "  54.36,\n",
       "  52.56,\n",
       "  50.31,\n",
       "  49.84,\n",
       "  50.0,\n",
       "  52.28,\n",
       "  49.16,\n",
       "  50.31,\n",
       "  49.0,\n",
       "  45.56,\n",
       "  49.47,\n",
       "  47.88,\n",
       "  47.94,\n",
       "  48.13,\n",
       "  48.0,\n",
       "  46.84,\n",
       "  47.59,\n",
       "  47.25,\n",
       "  46.88,\n",
       "  48.38,\n",
       "  51.38,\n",
       "  50.25,\n",
       "  50.63,\n",
       "  51.47,\n",
       "  54.67,\n",
       "  56.5,\n",
       "  57.25,\n",
       "  57.88,\n",
       "  59.0,\n",
       "  58.97,\n",
       "  61.31,\n",
       "  62.66,\n",
       "  61.38,\n",
       "  59.13,\n",
       "  61.63,\n",
       "  58.69,\n",
       "  57.34,\n",
       "  56.75,\n",
       "  58.56,\n",
       "  57.75,\n",
       "  55.25,\n",
       "  59.75,\n",
       "  59.41,\n",
       "  58.5,\n",
       "  50.31,\n",
       "  52.75,\n",
       "  53.31,\n",
       "  51.75,\n",
       "  49.31,\n",
       "  28.19,\n",
       "  26.69,\n",
       "  24.94,\n",
       "  22.37,\n",
       "  23.5,\n",
       "  22.69,\n",
       "  22.62,\n",
       "  21.62,\n",
       "  20.12,\n",
       "  20.31,\n",
       "  20.25,\n",
       "  22.31,\n",
       "  21.69,\n",
       "  19.44,\n",
       "  19.16,\n",
       "  19.06,\n",
       "  20.27,\n",
       "  20.69,\n",
       "  19.06,\n",
       "  18.81,\n",
       "  18.87,\n",
       "  19.12,\n",
       "  19.75,\n",
       "  19.44,\n",
       "  21.12,\n",
       "  23.0,\n",
       "  22.44,\n",
       "  21.5,\n",
       "  21.37,\n",
       "  19.87,\n",
       "  19.36,\n",
       "  18.75,\n",
       "  19.94,\n",
       "  20.03,\n",
       "  19.5,\n",
       "  19.19,\n",
       "  18.59,\n",
       "  19.19,\n",
       "  18.81,\n",
       "  18.86,\n",
       "  19.87,\n",
       "  18.69,\n",
       "  18.09,\n",
       "  16.69,\n",
       "  17.0,\n",
       "  17.19,\n",
       "  16.94,\n",
       "  14.63,\n",
       "  14.44,\n",
       "  14.81,\n",
       "  15.19,\n",
       "  15.25,\n",
       "  15.56,\n",
       "  15.03,\n",
       "  14.56,\n",
       "  14.56,\n",
       "  14.38,\n",
       "  13.78,\n",
       "  14.25,\n",
       "  14.13,\n",
       "  14.88,\n",
       "  14.34,\n",
       "  14.38,\n",
       "  14.69,\n",
       "  14.88,\n",
       "  14.5,\n",
       "  18.14,\n",
       "  16.94,\n",
       "  16.94,\n",
       "  16.81,\n",
       "  16.69,\n",
       "  16.25,\n",
       "  17.87,\n",
       "  17.44,\n",
       "  17.56,\n",
       "  17.81,\n",
       "  19.44,\n",
       "  19.06,\n",
       "  19.31,\n",
       "  20.62,\n",
       "  20.56,\n",
       "  19.5,\n",
       "  19.56,\n",
       "  21.56,\n",
       "  21.5,\n",
       "  20.69,\n",
       "  21.12,\n",
       "  20.5,\n",
       "  20.16,\n",
       "  20.66,\n",
       "  20.56,\n",
       "  20.5,\n",
       "  19.06,\n",
       "  19.94,\n",
       "  19.19,\n",
       "  19.69,\n",
       "  19.0,\n",
       "  19.19,\n",
       "  18.25,\n",
       "  19.06,\n",
       "  18.62,\n",
       "  19.06,\n",
       "  19.28,\n",
       "  19.37,\n",
       "  17.81,\n",
       "  18.31,\n",
       "  19.37,\n",
       "  20.72,\n",
       "  21.31,\n",
       "  20.69,\n",
       "  20.62,\n",
       "  19.69,\n",
       "  18.87,\n",
       "  18.5,\n",
       "  20.87,\n",
       "  19.0,\n",
       "  19.75,\n",
       "  20.72,\n",
       "  19.78,\n",
       "  20.37,\n",
       "  22.06,\n",
       "  23.13,\n",
       "  21.94,\n",
       "  22.08,\n",
       "  21.77,\n",
       "  22.55,\n",
       "  22.09,\n",
       "  21.36,\n",
       "  19.76,\n",
       "  20.6,\n",
       "  20.8,\n",
       "  20.69,\n",
       "  20.9,\n",
       "  22.98,\n",
       "  21.42,\n",
       "  22.09,\n",
       "  21.2,\n",
       "  21.57,\n",
       "  25.55,\n",
       "  24.93,\n",
       "  24.34,\n",
       "  24.33,\n",
       "  24.21,\n",
       "  25.17,\n",
       "  25.2,\n",
       "  26.7,\n",
       "  25.41,\n",
       "  26.34,\n",
       "  25.97,\n",
       "  24.24,\n",
       "  25.62,\n",
       "  25.35,\n",
       "  24.14,\n",
       "  24.21,\n",
       "  23.01,\n",
       "  22.89,\n",
       "  23.37,\n",
       "  23.26,\n",
       "  24.23,\n",
       "  23.36,\n",
       "  23.63,\n",
       "  24.0,\n",
       "  23.75,\n",
       "  23.29,\n",
       "  23.2,\n",
       "  22.32,\n",
       "  20.76,\n",
       "  19.8,\n",
       "  20.13,\n",
       "  21.08,\n",
       "  20.8,\n",
       "  20.93,\n",
       "  20.71,\n",
       "  21.65,\n",
       "  21.05,\n",
       "  19.77,\n",
       "  21.42,\n",
       "  20.04,\n",
       "  20.1,\n",
       "  20.41,\n",
       "  20.85,\n",
       "  20.0,\n",
       "  21.55,\n",
       "  22.48,\n",
       "  22.5,\n",
       "  23.34,\n",
       "  23.83,\n",
       "  23.05,\n",
       "  23.66,\n",
       "  23.64,\n",
       "  23.51,\n",
       "  23.6,\n",
       "  22.76,\n",
       "  22.09,\n",
       "  22.95,\n",
       "  21.03,\n",
       "  23.3,\n",
       "  24.13,\n",
       "  24.88,\n",
       "  23.98,\n",
       "  21.78,\n",
       "  21.23,\n",
       "  19.7,\n",
       "  20.09,\n",
       "  19.39,\n",
       "  19.12,\n",
       "  18.48,\n",
       "  18.75,\n",
       "  19.12,\n",
       "  19.27,\n",
       "  19.01,\n",
       "  19.65,\n",
       "  19.89,\n",
       "  19.04,\n",
       "  19.33,\n",
       "  19.26,\n",
       "  18.96,\n",
       "  19.04,\n",
       "  19.1,\n",
       "  19.2,\n",
       "  18.76,\n",
       "  18.27,\n",
       "  18.0,\n",
       "  18.14,\n",
       "  18.14,\n",
       "  17.94,\n",
       "  18.2,\n",
       "  18.0,\n",
       "  18.6,\n",
       "  18.9,\n",
       "  18.44,\n",
       "  17.74,\n",
       "  17.73,\n",
       "  18.5,\n",
       "  18.24,\n",
       "  18.4,\n",
       "  17.5,\n",
       "  17.0,\n",
       "  16.0,\n",
       "  16.9,\n",
       "  16.5,\n",
       "  16.29,\n",
       "  14.8,\n",
       "  16.11,\n",
       "  16.14,\n",
       "  15.81,\n",
       "  15.25,\n",
       "  15.71,\n",
       "  15.49,\n",
       "  15.43,\n",
       "  14.95,\n",
       "  15.35,\n",
       "  15.4,\n",
       "  15.57,\n",
       "  16.05,\n",
       "  16.1,\n",
       "  16.92,\n",
       "  17.31,\n",
       "  17.95,\n",
       "  18.09,\n",
       "  18.34,\n",
       "  17.29,\n",
       "  17.94,\n",
       "  18.21,\n",
       "  19.12,\n",
       "  18.06,\n",
       "  18.44,\n",
       "  18.86,\n",
       "  18.57,\n",
       "  17.38,\n",
       "  17.73,\n",
       "  17.65,\n",
       "  18.52,\n",
       "  18.84,\n",
       "  18.96,\n",
       "  19.46,\n",
       "  19.63,\n",
       "  18.6,\n",
       "  18.66,\n",
       "  19.08,\n",
       "  19.59,\n",
       "  19.45,\n",
       "  19.27,\n",
       "  19.0,\n",
       "  19.82,\n",
       "  19.61,\n",
       "  19.71,\n",
       "  19.94,\n",
       "  21.2,\n",
       "  20.85,\n",
       "  20.6,\n",
       "  20.47,\n",
       "  21.06,\n",
       "  21.05,\n",
       "  22.36,\n",
       "  23.48,\n",
       "  22.46,\n",
       "  22.29,\n",
       "  22.67,\n",
       "  21.87,\n",
       "  21.49,\n",
       "  20.73,\n",
       "  20.4,\n",
       "  20.89,\n",
       "  20.58,\n",
       "  21.4,\n",
       "  21.01,\n",
       "  20.9,\n",
       "  21.35,\n",
       "  21.58,\n",
       "  21.97,\n",
       "  22.51,\n",
       "  22.05,\n",
       "  23.0,\n",
       "  23.34,\n",
       "  23.72,\n",
       "  22.75,\n",
       "  22.8,\n",
       "  21.22,\n",
       "  21.39,\n",
       "  21.01,\n",
       "  21.32,\n",
       "  21.41,\n",
       "  21.96,\n",
       "  22.0,\n",
       "  22.27,\n",
       "  21.8,\n",
       "  22.91,\n",
       "  22.89,\n",
       "  23.4,\n",
       "  23.22,\n",
       "  23.07,\n",
       "  24.16,\n",
       "  24.34,\n",
       "  24.32,\n",
       "  25.09,\n",
       "  25.6,\n",
       "  24.65,\n",
       "  24.4,\n",
       "  23.93,\n",
       "  24.66,\n",
       "  24.73,\n",
       "  25.05,\n",
       "  24.53,\n",
       "  23.76,\n",
       "  22.77,\n",
       "  22.92,\n",
       "  21.66,\n",
       "  22.85,\n",
       "  23.91,\n",
       "  23.94,\n",
       "  22.15,\n",
       "  21.93,\n",
       "  23.26,\n",
       "  24.15,\n",
       "  23.48,\n",
       "  24.06,\n",
       "  24.74,\n",
       "  24.6,\n",
       "  24.51,\n",
       "  24.37,\n",
       "  24.3,\n",
       "  24.46,\n",
       "  24.95,\n",
       "  24.69,\n",
       "  24.66,\n",
       "  23.86,\n",
       "  24.22,\n",
       "  24.07,\n",
       "  23.2,\n",
       "  23.35,\n",
       "  23.7,\n",
       "  23.38,\n",
       "  24.0,\n",
       "  24.05,\n",
       "  23.67,\n",
       "  24.95,\n",
       "  24.16,\n",
       "  24.59,\n",
       "  24.21,\n",
       "  25.03,\n",
       "  25.01,\n",
       "  25.06,\n",
       "  25.15,\n",
       "  25.93,\n",
       "  25.5,\n",
       "  25.49,\n",
       "  24.84,\n",
       "  24.54,\n",
       "  24.3,\n",
       "  23.56,\n",
       "  24.28,\n",
       "  23.16,\n",
       "  23.89,\n",
       "  24.29,\n",
       "  23.81,\n",
       "  23.57,\n",
       "  23.35,\n",
       "  22.94,\n",
       "  23.2,\n",
       "  24.25,\n",
       "  24.29,\n",
       "  23.52,\n",
       "  24.45,\n",
       "  25.37,\n",
       "  25.06,\n",
       "  25.49,\n",
       "  24.57,\n",
       "  24.83,\n",
       "  23.37,\n",
       "  24.45,\n",
       "  24.99,\n",
       "  23.69,\n",
       "  23.92,\n",
       "  23.77,\n",
       "  24.09,\n",
       "  23.39,\n",
       "  22.88,\n",
       "  22.83,\n",
       "  22.96,\n",
       "  21.76,\n",
       "  21.48,\n",
       "  21.64,\n",
       "  20.41,\n",
       "  20.02,\n",
       "  19.24,\n",
       "  20.24,\n",
       "  20.42,\n",
       "  17.37,\n",
       "  17.17,\n",
       "  16.97,\n",
       "  16.77,\n",
       "  17.4,\n",
       "  16.8,\n",
       "  16.79,\n",
       "  17.1,\n",
       "  17.71,\n",
       "  17.03,\n",
       "  16.81,\n",
       "  17.71,\n",
       "  18.52,\n",
       "  18.09,\n",
       "  17.71,\n",
       "  17.26,\n",
       "  18.55,\n",
       "  17.43,\n",
       "  18.15,\n",
       "  16.13,\n",
       "  15.5,\n",
       "  14.7,\n",
       "  14.75,\n",
       "  14.9,\n",
       "  14.33,\n",
       "  14.93,\n",
       "  14.46,\n",
       "  14.48,\n",
       "  14.85,\n",
       "  15.4,\n",
       "  15.11,\n",
       "  14.74,\n",
       "  14.51,\n",
       "  14.21,\n",
       "  15.09,\n",
       "  14.77,\n",
       "  15.25,\n",
       "  14.9,\n",
       "  14.9,\n",
       "  14.67,\n",
       "  15.25,\n",
       "  15.45,\n",
       "  15.78,\n",
       "  15.97,\n",
       "  16.01,\n",
       "  16.2,\n",
       "  15.9,\n",
       "  15.95,\n",
       "  15.71,\n",
       "  14.8,\n",
       "  14.65,\n",
       "  14.73,\n",
       "  14.49,\n",
       "  14.2,\n",
       "  14.22,\n",
       "  14.51,\n",
       "  14.28,\n",
       "  14.41,\n",
       "  14.34,\n",
       "  14.2,\n",
       "  14.13,\n",
       "  14.14,\n",
       "  14.57,\n",
       "  14.69,\n",
       "  14.75,\n",
       "  14.62,\n",
       "  14.76,\n",
       "  14.4,\n",
       "  14.69,\n",
       "  15.1,\n",
       "  14.49,\n",
       "  14.4,\n",
       "  14.59,\n",
       "  14.33,\n",
       "  14.18,\n",
       "  14.36,\n",
       "  13.97,\n",
       "  13.9,\n",
       "  13.54,\n",
       "  13.63,\n",
       "  14.25,\n",
       "  14.55,\n",
       "  15.22,\n",
       "  14.86,\n",
       "  14.21,\n",
       "  14.0,\n",
       "  14.26,\n",
       "  14.47,\n",
       "  14.63,\n",
       "  15.02,\n",
       "  14.69,\n",
       "  15.55,\n",
       "  15.57,\n",
       "  15.49,\n",
       "  15.99,\n",
       "  15.94,\n",
       "  16.5,\n",
       "  16.75,\n",
       "  17.08,\n",
       "  16.94,\n",
       "  16.01,\n",
       "  15.74,\n",
       "  15.32,\n",
       "  15.5,\n",
       "  15.9,\n",
       "  16.23,\n",
       "  16.19,\n",
       "  15.55,\n",
       "  15.3,\n",
       "  15.9,\n",
       "  16.09,\n",
       "  16.03,\n",
       "  15.85,\n",
       "  15.6,\n",
       "  15.79,\n",
       "  15.9,\n",
       "  15.2,\n",
       "  15.18,\n",
       "  15.03,\n",
       "  14.65,\n",
       "  14.94,\n",
       "  14.75,\n",
       "  15.3,\n",
       "  15.51,\n",
       "  15.14,\n",
       "  14.81,\n",
       "  14.85,\n",
       "  14.8,\n",
       "  14.53,\n",
       "  14.29,\n",
       "  14.16,\n",
       "  14.44,\n",
       "  14.42,\n",
       "  14.31,\n",
       "  14.08,\n",
       "  14.0,\n",
       "  14.36,\n",
       "  14.8,\n",
       "  15.03,\n",
       "  14.79,\n",
       "  14.58,\n",
       "  14.62,\n",
       "  14.58,\n",
       "  14.9,\n",
       "  14.69,\n",
       "  14.59,\n",
       "  14.21,\n",
       "  14.56,\n",
       "  14.21,\n",
       "  13.98,\n",
       "  14.05,\n",
       "  14.24,\n",
       "  13.68,\n",
       "  14.24,\n",
       "  14.55,\n",
       "  14.98,\n",
       "  14.19,\n",
       "  14.41,\n",
       "  14.45,\n",
       "  14.71,\n",
       "  14.36,\n",
       "  14.55,\n",
       "  14.26,\n",
       "  14.5,\n",
       "  14.27,\n",
       "  14.41,\n",
       "  14.61,\n",
       "  14.75,\n",
       "  15.07,\n",
       "  14.85,\n",
       "  14.82,\n",
       "  14.86,\n",
       "  14.68,\n",
       "  14.99,\n",
       "  14.57,\n",
       "  14.86,\n",
       "  15.01,\n",
       "  14.74,\n",
       "  14.61,\n",
       "  14.58,\n",
       "  14.47,\n",
       "  14.51,\n",
       "  14.36,\n",
       "  14.17,\n",
       "  14.47,\n",
       "  14.68,\n",
       "  14.89,\n",
       "  15.0,\n",
       "  15.07,\n",
       "  14.93,\n",
       "  15.09,\n",
       "  14.67,\n",
       "  14.41,\n",
       "  14.55,\n",
       "  14.32,\n",
       "  14.4,\n",
       "  14.33,\n",
       "  14.2,\n",
       "  14.36,\n",
       "  14.56,\n",
       "  14.52,\n",
       "  14.85,\n",
       "  14.51,\n",
       "  14.52,\n",
       "  14.2,\n",
       "  14.05,\n",
       "  13.71,\n",
       "  13.59,\n",
       "  12.99,\n",
       "  13.2,\n",
       "  13.13,\n",
       "  13.18,\n",
       "  13.53,\n",
       "  13.52,\n",
       "  13.46,\n",
       "  13.48,\n",
       "  13.98,\n",
       "  13.93,\n",
       "  14.25,\n",
       "  14.46,\n",
       "  14.77,\n",
       "  16.12,\n",
       "  17.33,\n",
       "  17.7,\n",
       "  18.33,\n",
       "  18.15,\n",
       "  18.43,\n",
       "  18.83,\n",
       "  18.6,\n",
       "  18.59,\n",
       "  18.53,\n",
       "  18.1,\n",
       "  17.79,\n",
       "  17.89,\n",
       "  18.21,\n",
       "  17.96,\n",
       "  18.5,\n",
       "  18.29,\n",
       "  18.12,\n",
       "  18.1,\n",
       "  17.44,\n",
       "  17.3,\n",
       "  17.45,\n",
       "  17.74,\n",
       "  16.94,\n",
       "  16.89,\n",
       "  17.15,\n",
       "  17.55,\n",
       "  17.75,\n",
       "  17.6,\n",
       "  18.41,\n",
       "  18.45,\n",
       "  19.36,\n",
       "  19.35,\n",
       "  19.3,\n",
       "  19.47,\n",
       "  18.86,\n",
       "  18.7,\n",
       "  19.3,\n",
       "  18.68,\n",
       "  18.87,\n",
       "  19.03,\n",
       "  19.0,\n",
       "  19.27,\n",
       "  19.52,\n",
       "  20.21,\n",
       "  19.88,\n",
       "  19.66,\n",
       "  20.01,\n",
       "  20.02,\n",
       "  19.97,\n",
       "  20.19,\n",
       "  20.9,\n",
       "  20.69,\n",
       "  20.87,\n",
       "  20.95,\n",
       "  21.04,\n",
       "  20.41,\n",
       "  21.5,\n",
       "  20.99,\n",
       "  20.77,\n",
       "  20.74,\n",
       "  21.0,\n",
       "  20.53,\n",
       "  21.35,\n",
       "  20.06,\n",
       "  19.73,\n",
       "  20.11,\n",
       "  19.82,\n",
       "  19.76,\n",
       "  19.86,\n",
       "  20.21,\n",
       "  20.02,\n",
       "  19.86,\n",
       "  20.37,\n",
       "  20.18,\n",
       "  21.03,\n",
       "  21.81,\n",
       "  20.78,\n",
       "  20.75,\n",
       "  20.91,\n",
       "  21.33,\n",
       "  22.2,\n",
       "  22.66,\n",
       "  22.8,\n",
       "  23.16,\n",
       "  22.73,\n",
       "  22.48,\n",
       "  22.53,\n",
       "  22.25,\n",
       "  22.25,\n",
       "  22.51,\n",
       "  22.81,\n",
       "  22.21,\n",
       "  22.37,\n",
       "  22.1,\n",
       "  22.88,\n",
       "  22.18,\n",
       "  22.02,\n",
       "  22.21,\n",
       "  21.34,\n",
       "  20.3,\n",
       "  21.49,\n",
       "  21.09,\n",
       "  20.71,\n",
       "  20.8,\n",
       "  20.99,\n",
       "  21.67,\n",
       "  22.05,\n",
       "  23.25,\n",
       "  23.3,\n",
       "  23.5,\n",
       "  23.73,\n",
       "  24.32,\n",
       "  24.85,\n",
       "  23.8,\n",
       "  23.38,\n",
       "  22.6,\n",
       "  23.31,\n",
       "  22.94,\n",
       "  22.73,\n",
       "  22.56,\n",
       "  22.75,\n",
       "  22.56,\n",
       "  23.51,\n",
       "  23.99,\n",
       "  23.3,\n",
       "  22.83,\n",
       "  23.07,\n",
       "  22.82,\n",
       "  22.91,\n",
       "  23.19,\n",
       "  22.45,\n",
       "  21.9,\n",
       "  21.48,\n",
       "  22.07,\n",
       "  22.48,\n",
       "  21.35,\n",
       "  21.21,\n",
       "  20.56,\n",
       "  20.1,\n",
       "  20.34,\n",
       "  20.5,\n",
       "  21.23,\n",
       "  20.89,\n",
       "  20.78,\n",
       "  21.04,\n",
       "  21.6,\n",
       "  21.54,\n",
       "  20.94,\n",
       "  20.9,\n",
       "  20.78,\n",
       "  21.17,\n",
       "  20.45,\n",
       "  20.25,\n",
       "  21.32,\n",
       "  21.49,\n",
       "  20.19,\n",
       "  20.08,\n",
       "  19.9,\n",
       "  20.19,\n",
       "  19.65,\n",
       "  19.92,\n",
       "  19.72,\n",
       "  20.35,\n",
       "  20.91,\n",
       "  21.18,\n",
       "  21.35,\n",
       "  21.55,\n",
       "  21.42,\n",
       "  22.25,\n",
       "  22.1,\n",
       "  22.84,\n",
       "  23.23,\n",
       "  23.25,\n",
       "  24.7,\n",
       "  24.4,\n",
       "  22.91,\n",
       "  22.89,\n",
       "  22.67,\n",
       "  22.7,\n",
       "  22.56,\n",
       "  22.42,\n",
       "  22.46,\n",
       "  23.04,\n",
       "  22.84,\n",
       "  22.63,\n",
       "  22.65,\n",
       "  22.46,\n",
       "  22.3,\n",
       "  22.0,\n",
       "  21.82,\n",
       "  22.45,\n",
       "  22.62,\n",
       "  22.62,\n",
       "  23.09,\n",
       "  23.61,\n",
       "  23.85,\n",
       "  23.1,\n",
       "  23.18,\n",
       "  23.33,\n",
       "  22.5,\n",
       "  22.34,\n",
       "  22.14,\n",
       "  ...],\n",
       " 'high': [132.06,\n",
       "  127.94,\n",
       "  128.23,\n",
       "  129.13,\n",
       "  127.44,\n",
       "  123.94,\n",
       "  125.0,\n",
       "  127.94,\n",
       "  126.5,\n",
       "  124.25,\n",
       "  120.25,\n",
       "  122.0,\n",
       "  125.0,\n",
       "  126.25,\n",
       "  136.75,\n",
       "  144.38,\n",
       "  150.38,\n",
       "  143.94,\n",
       "  144.75,\n",
       "  142.0,\n",
       "  139.44,\n",
       "  137.69,\n",
       "  137.25,\n",
       "  139.5,\n",
       "  133.0,\n",
       "  132.88,\n",
       "  134.5,\n",
       "  131.88,\n",
       "  132.75,\n",
       "  124.87,\n",
       "  119.0,\n",
       "  120.0,\n",
       "  118.0,\n",
       "  123.94,\n",
       "  126.87,\n",
       "  130.25,\n",
       "  124.75,\n",
       "  120.5,\n",
       "  128.75,\n",
       "  128.0,\n",
       "  127.0,\n",
       "  127.5,\n",
       "  125.12,\n",
       "  126.25,\n",
       "  121.25,\n",
       "  115.25,\n",
       "  114.75,\n",
       "  113.69,\n",
       "  111.25,\n",
       "  105.0,\n",
       "  104.25,\n",
       "  110.5,\n",
       "  108.06,\n",
       "  109.06,\n",
       "  103.69,\n",
       "  104.94,\n",
       "  99.25,\n",
       "  93.75,\n",
       "  93.37,\n",
       "  89.75,\n",
       "  92.66,\n",
       "  89.87,\n",
       "  88.12,\n",
       "  91.25,\n",
       "  89.56,\n",
       "  99.75,\n",
       "  95.25,\n",
       "  96.75,\n",
       "  97.0,\n",
       "  98.5,\n",
       "  97.94,\n",
       "  96.44,\n",
       "  94.69,\n",
       "  96.25,\n",
       "  93.37,\n",
       "  93.75,\n",
       "  97.87,\n",
       "  103.94,\n",
       "  56.94,\n",
       "  57.63,\n",
       "  54.63,\n",
       "  54.75,\n",
       "  55.5,\n",
       "  55.38,\n",
       "  53.94,\n",
       "  54.94,\n",
       "  54.31,\n",
       "  55.19,\n",
       "  52.94,\n",
       "  54.81,\n",
       "  58.25,\n",
       "  59.25,\n",
       "  58.94,\n",
       "  60.63,\n",
       "  59.0,\n",
       "  58.81,\n",
       "  58.88,\n",
       "  56.81,\n",
       "  57.06,\n",
       "  55.63,\n",
       "  52.88,\n",
       "  50.63,\n",
       "  51.25,\n",
       "  53.25,\n",
       "  52.5,\n",
       "  51.63,\n",
       "  51.16,\n",
       "  49.94,\n",
       "  48.06,\n",
       "  51.25,\n",
       "  49.06,\n",
       "  48.0,\n",
       "  48.44,\n",
       "  48.44,\n",
       "  48.0,\n",
       "  47.69,\n",
       "  47.94,\n",
       "  49.0,\n",
       "  52.44,\n",
       "  51.81,\n",
       "  51.56,\n",
       "  52.81,\n",
       "  54.75,\n",
       "  56.63,\n",
       "  57.5,\n",
       "  59.0,\n",
       "  59.44,\n",
       "  60.0,\n",
       "  61.5,\n",
       "  63.63,\n",
       "  64.12,\n",
       "  62.38,\n",
       "  62.56,\n",
       "  61.63,\n",
       "  60.38,\n",
       "  60.06,\n",
       "  59.5,\n",
       "  59.63,\n",
       "  58.19,\n",
       "  60.75,\n",
       "  60.5,\n",
       "  61.44,\n",
       "  59.63,\n",
       "  52.44,\n",
       "  55.5,\n",
       "  54.75,\n",
       "  52.75,\n",
       "  53.81,\n",
       "  29.0,\n",
       "  26.75,\n",
       "  25.0,\n",
       "  23.75,\n",
       "  24.5,\n",
       "  22.94,\n",
       "  22.87,\n",
       "  22.44,\n",
       "  21.0,\n",
       "  20.81,\n",
       "  22.12,\n",
       "  23.25,\n",
       "  21.94,\n",
       "  21.06,\n",
       "  19.81,\n",
       "  20.37,\n",
       "  20.56,\n",
       "  20.87,\n",
       "  19.19,\n",
       "  18.87,\n",
       "  19.19,\n",
       "  19.94,\n",
       "  20.25,\n",
       "  20.87,\n",
       "  22.44,\n",
       "  23.0,\n",
       "  22.62,\n",
       "  21.81,\n",
       "  21.44,\n",
       "  20.5,\n",
       "  19.87,\n",
       "  20.0,\n",
       "  20.5,\n",
       "  20.19,\n",
       "  19.81,\n",
       "  19.25,\n",
       "  19.5,\n",
       "  19.5,\n",
       "  19.12,\n",
       "  19.5,\n",
       "  19.94,\n",
       "  19.0,\n",
       "  18.31,\n",
       "  17.0,\n",
       "  17.5,\n",
       "  17.19,\n",
       "  17.44,\n",
       "  15.0,\n",
       "  14.88,\n",
       "  15.31,\n",
       "  15.38,\n",
       "  16.0,\n",
       "  15.56,\n",
       "  15.25,\n",
       "  14.69,\n",
       "  14.63,\n",
       "  15.25,\n",
       "  14.63,\n",
       "  15.0,\n",
       "  15.0,\n",
       "  15.0,\n",
       "  14.81,\n",
       "  14.94,\n",
       "  15.0,\n",
       "  15.25,\n",
       "  16.69,\n",
       "  18.5,\n",
       "  17.37,\n",
       "  16.98,\n",
       "  17.64,\n",
       "  17.0,\n",
       "  18.5,\n",
       "  18.0,\n",
       "  18.25,\n",
       "  17.56,\n",
       "  18.75,\n",
       "  19.56,\n",
       "  19.62,\n",
       "  20.94,\n",
       "  20.69,\n",
       "  20.56,\n",
       "  19.81,\n",
       "  21.75,\n",
       "  22.0,\n",
       "  22.5,\n",
       "  21.5,\n",
       "  21.94,\n",
       "  20.56,\n",
       "  21.39,\n",
       "  20.87,\n",
       "  21.06,\n",
       "  20.81,\n",
       "  20.0,\n",
       "  20.44,\n",
       "  19.62,\n",
       "  20.56,\n",
       "  19.5,\n",
       "  19.44,\n",
       "  19.94,\n",
       "  19.37,\n",
       "  18.87,\n",
       "  19.69,\n",
       "  19.44,\n",
       "  19.44,\n",
       "  18.75,\n",
       "  20.44,\n",
       "  20.5,\n",
       "  22.06,\n",
       "  21.62,\n",
       "  21.12,\n",
       "  20.69,\n",
       "  19.87,\n",
       "  19.56,\n",
       "  20.5,\n",
       "  21.37,\n",
       "  20.31,\n",
       "  20.62,\n",
       "  20.94,\n",
       "  20.87,\n",
       "  21.75,\n",
       "  23.56,\n",
       "  23.75,\n",
       "  23.05,\n",
       "  22.5,\n",
       "  23.45,\n",
       "  22.72,\n",
       "  22.66,\n",
       "  21.4,\n",
       "  20.25,\n",
       "  22.5,\n",
       "  21.04,\n",
       "  21.34,\n",
       "  22.7,\n",
       "  23.0,\n",
       "  23.02,\n",
       "  22.4,\n",
       "  21.21,\n",
       "  24.08,\n",
       "  25.75,\n",
       "  25.63,\n",
       "  25.0,\n",
       "  24.75,\n",
       "  24.86,\n",
       "  26.1,\n",
       "  26.29,\n",
       "  27.12,\n",
       "  26.5,\n",
       "  26.7,\n",
       "  26.25,\n",
       "  25.85,\n",
       "  25.76,\n",
       "  25.45,\n",
       "  24.55,\n",
       "  24.5,\n",
       "  23.49,\n",
       "  23.68,\n",
       "  25.5,\n",
       "  24.5,\n",
       "  24.33,\n",
       "  23.64,\n",
       "  23.91,\n",
       "  24.13,\n",
       "  23.75,\n",
       "  23.3,\n",
       "  23.29,\n",
       "  22.5,\n",
       "  20.76,\n",
       "  20.24,\n",
       "  21.09,\n",
       "  21.11,\n",
       "  21.1,\n",
       "  20.93,\n",
       "  21.7,\n",
       "  21.65,\n",
       "  21.07,\n",
       "  20.69,\n",
       "  21.73,\n",
       "  20.45,\n",
       "  20.75,\n",
       "  20.85,\n",
       "  21.4,\n",
       "  21.85,\n",
       "  23.0,\n",
       "  23.0,\n",
       "  24.0,\n",
       "  23.77,\n",
       "  24.0,\n",
       "  23.91,\n",
       "  25.1,\n",
       "  24.23,\n",
       "  24.18,\n",
       "  23.77,\n",
       "  22.96,\n",
       "  23.0,\n",
       "  23.07,\n",
       "  22.55,\n",
       "  24.81,\n",
       "  25.01,\n",
       "  25.1,\n",
       "  25.22,\n",
       "  22.78,\n",
       "  21.42,\n",
       "  20.06,\n",
       "  20.5,\n",
       "  19.92,\n",
       "  19.3,\n",
       "  18.8,\n",
       "  19.25,\n",
       "  19.36,\n",
       "  19.42,\n",
       "  19.78,\n",
       "  19.87,\n",
       "  19.9,\n",
       "  19.66,\n",
       "  19.67,\n",
       "  19.7,\n",
       "  19.15,\n",
       "  19.32,\n",
       "  19.33,\n",
       "  19.36,\n",
       "  18.94,\n",
       "  18.75,\n",
       "  18.45,\n",
       "  18.23,\n",
       "  18.14,\n",
       "  18.25,\n",
       "  18.34,\n",
       "  18.62,\n",
       "  19.3,\n",
       "  19.14,\n",
       "  18.83,\n",
       "  18.18,\n",
       "  18.6,\n",
       "  19.08,\n",
       "  18.95,\n",
       "  18.93,\n",
       "  18.1,\n",
       "  17.5,\n",
       "  17.07,\n",
       "  17.72,\n",
       "  17.1,\n",
       "  16.95,\n",
       "  16.25,\n",
       "  16.84,\n",
       "  16.22,\n",
       "  15.89,\n",
       "  15.75,\n",
       "  15.91,\n",
       "  15.99,\n",
       "  15.83,\n",
       "  15.36,\n",
       "  16.25,\n",
       "  16.15,\n",
       "  16.35,\n",
       "  16.2,\n",
       "  16.85,\n",
       "  17.74,\n",
       "  18.08,\n",
       "  18.38,\n",
       "  18.2,\n",
       "  18.41,\n",
       "  18.23,\n",
       "  18.4,\n",
       "  19.07,\n",
       "  19.42,\n",
       "  19.09,\n",
       "  19.25,\n",
       "  19.25,\n",
       "  18.67,\n",
       "  18.0,\n",
       "  18.4,\n",
       "  18.78,\n",
       "  18.86,\n",
       "  19.25,\n",
       "  19.62,\n",
       "  20.13,\n",
       "  19.89,\n",
       "  19.25,\n",
       "  19.17,\n",
       "  19.39,\n",
       "  19.9,\n",
       "  19.9,\n",
       "  19.29,\n",
       "  20.05,\n",
       "  20.2,\n",
       "  19.8,\n",
       "  19.95,\n",
       "  21.55,\n",
       "  21.52,\n",
       "  21.21,\n",
       "  20.7,\n",
       "  21.44,\n",
       "  21.28,\n",
       "  22.56,\n",
       "  24.03,\n",
       "  23.5,\n",
       "  22.71,\n",
       "  22.99,\n",
       "  22.85,\n",
       "  21.92,\n",
       "  21.55,\n",
       "  20.83,\n",
       "  21.0,\n",
       "  21.33,\n",
       "  21.68,\n",
       "  21.47,\n",
       "  21.54,\n",
       "  21.45,\n",
       "  22.3,\n",
       "  22.25,\n",
       "  23.0,\n",
       "  22.66,\n",
       "  23.3,\n",
       "  23.75,\n",
       "  23.95,\n",
       "  24.0,\n",
       "  23.05,\n",
       "  22.93,\n",
       "  21.46,\n",
       "  21.84,\n",
       "  21.4,\n",
       "  21.76,\n",
       "  21.41,\n",
       "  22.74,\n",
       "  22.6,\n",
       "  22.37,\n",
       "  23.04,\n",
       "  23.51,\n",
       "  23.42,\n",
       "  23.55,\n",
       "  23.54,\n",
       "  24.14,\n",
       "  24.73,\n",
       "  24.96,\n",
       "  25.52,\n",
       "  25.98,\n",
       "  25.98,\n",
       "  25.29,\n",
       "  24.64,\n",
       "  25.0,\n",
       "  25.04,\n",
       "  25.24,\n",
       "  25.23,\n",
       "  24.98,\n",
       "  23.87,\n",
       "  23.2,\n",
       "  23.0,\n",
       "  22.95,\n",
       "  24.72,\n",
       "  24.37,\n",
       "  24.25,\n",
       "  22.59,\n",
       "  23.5,\n",
       "  24.58,\n",
       "  24.43,\n",
       "  24.34,\n",
       "  24.53,\n",
       "  25.09,\n",
       "  25.14,\n",
       "  24.74,\n",
       "  24.85,\n",
       "  24.6,\n",
       "  24.96,\n",
       "  25.05,\n",
       "  25.3,\n",
       "  25.14,\n",
       "  24.3,\n",
       "  24.56,\n",
       "  24.09,\n",
       "  23.64,\n",
       "  23.72,\n",
       "  23.88,\n",
       "  24.7,\n",
       "  24.3,\n",
       "  24.49,\n",
       "  25.05,\n",
       "  25.19,\n",
       "  24.68,\n",
       "  25.0,\n",
       "  24.95,\n",
       "  25.2,\n",
       "  25.17,\n",
       "  25.15,\n",
       "  25.99,\n",
       "  26.17,\n",
       "  25.52,\n",
       "  25.49,\n",
       "  24.93,\n",
       "  24.78,\n",
       "  24.5,\n",
       "  24.34,\n",
       "  24.37,\n",
       "  24.06,\n",
       "  24.38,\n",
       "  24.29,\n",
       "  24.34,\n",
       "  24.02,\n",
       "  23.5,\n",
       "  22.95,\n",
       "  24.52,\n",
       "  24.35,\n",
       "  24.29,\n",
       "  24.09,\n",
       "  25.68,\n",
       "  25.98,\n",
       "  25.45,\n",
       "  25.78,\n",
       "  24.93,\n",
       "  25.0,\n",
       "  24.37,\n",
       "  25.24,\n",
       "  24.99,\n",
       "  24.2,\n",
       "  24.44,\n",
       "  24.38,\n",
       "  24.25,\n",
       "  23.45,\n",
       "  23.04,\n",
       "  22.83,\n",
       "  23.23,\n",
       "  21.94,\n",
       "  21.84,\n",
       "  21.7,\n",
       "  20.75,\n",
       "  20.05,\n",
       "  20.36,\n",
       "  20.63,\n",
       "  20.59,\n",
       "  17.6,\n",
       "  17.6,\n",
       "  17.49,\n",
       "  17.73,\n",
       "  17.68,\n",
       "  17.29,\n",
       "  17.27,\n",
       "  17.82,\n",
       "  17.88,\n",
       "  17.16,\n",
       "  17.68,\n",
       "  18.75,\n",
       "  18.61,\n",
       "  18.29,\n",
       "  18.17,\n",
       "  18.35,\n",
       "  18.79,\n",
       "  18.6,\n",
       "  18.57,\n",
       "  16.2,\n",
       "  15.56,\n",
       "  15.17,\n",
       "  15.19,\n",
       "  15.13,\n",
       "  15.22,\n",
       "  14.95,\n",
       "  14.53,\n",
       "  15.1,\n",
       "  15.51,\n",
       "  15.42,\n",
       "  15.42,\n",
       "  15.0,\n",
       "  14.7,\n",
       "  15.23,\n",
       "  15.36,\n",
       "  15.38,\n",
       "  15.25,\n",
       "  15.02,\n",
       "  15.21,\n",
       "  15.35,\n",
       "  15.75,\n",
       "  16.1,\n",
       "  16.25,\n",
       "  16.09,\n",
       "  16.24,\n",
       "  16.25,\n",
       "  15.93,\n",
       "  15.95,\n",
       "  15.74,\n",
       "  15.12,\n",
       "  15.08,\n",
       "  15.14,\n",
       "  14.55,\n",
       "  14.78,\n",
       "  14.36,\n",
       "  14.65,\n",
       "  14.53,\n",
       "  14.49,\n",
       "  14.6,\n",
       "  14.51,\n",
       "  14.34,\n",
       "  14.61,\n",
       "  15.03,\n",
       "  15.09,\n",
       "  14.8,\n",
       "  14.94,\n",
       "  14.96,\n",
       "  14.82,\n",
       "  15.17,\n",
       "  15.19,\n",
       "  14.85,\n",
       "  14.57,\n",
       "  14.6,\n",
       "  14.63,\n",
       "  14.6,\n",
       "  14.4,\n",
       "  14.21,\n",
       "  13.96,\n",
       "  13.85,\n",
       "  14.22,\n",
       "  14.78,\n",
       "  14.98,\n",
       "  15.25,\n",
       "  15.13,\n",
       "  14.38,\n",
       "  14.35,\n",
       "  14.63,\n",
       "  14.88,\n",
       "  14.98,\n",
       "  15.21,\n",
       "  15.45,\n",
       "  15.95,\n",
       "  15.88,\n",
       "  16.37,\n",
       "  16.44,\n",
       "  16.5,\n",
       "  17.38,\n",
       "  16.96,\n",
       "  17.32,\n",
       "  17.1,\n",
       "  16.2,\n",
       "  15.89,\n",
       "  16.04,\n",
       "  16.07,\n",
       "  16.41,\n",
       "  16.24,\n",
       "  16.2,\n",
       "  15.75,\n",
       "  15.7,\n",
       "  16.44,\n",
       "  16.3,\n",
       "  16.14,\n",
       "  15.9,\n",
       "  15.86,\n",
       "  15.88,\n",
       "  16.1,\n",
       "  15.34,\n",
       "  15.19,\n",
       "  15.08,\n",
       "  15.19,\n",
       "  14.95,\n",
       "  15.45,\n",
       "  15.49,\n",
       "  15.55,\n",
       "  15.15,\n",
       "  15.1,\n",
       "  15.19,\n",
       "  14.86,\n",
       "  14.92,\n",
       "  14.56,\n",
       "  14.55,\n",
       "  14.47,\n",
       "  14.81,\n",
       "  14.38,\n",
       "  14.15,\n",
       "  14.36,\n",
       "  14.92,\n",
       "  14.93,\n",
       "  15.38,\n",
       "  15.0,\n",
       "  14.71,\n",
       "  14.92,\n",
       "  14.82,\n",
       "  14.9,\n",
       "  14.82,\n",
       "  14.7,\n",
       "  14.76,\n",
       "  14.56,\n",
       "  14.41,\n",
       "  14.15,\n",
       "  14.36,\n",
       "  14.24,\n",
       "  14.5,\n",
       "  14.69,\n",
       "  15.1,\n",
       "  15.07,\n",
       "  14.55,\n",
       "  14.91,\n",
       "  14.65,\n",
       "  14.93,\n",
       "  14.59,\n",
       "  14.6,\n",
       "  14.57,\n",
       "  14.63,\n",
       "  14.6,\n",
       "  14.64,\n",
       "  14.72,\n",
       "  15.3,\n",
       "  15.15,\n",
       "  14.96,\n",
       "  15.06,\n",
       "  15.03,\n",
       "  15.08,\n",
       "  15.02,\n",
       "  15.0,\n",
       "  15.09,\n",
       "  15.16,\n",
       "  14.81,\n",
       "  14.8,\n",
       "  14.6,\n",
       "  14.71,\n",
       "  14.67,\n",
       "  14.49,\n",
       "  14.39,\n",
       "  14.8,\n",
       "  15.01,\n",
       "  15.07,\n",
       "  15.09,\n",
       "  15.15,\n",
       "  14.99,\n",
       "  15.15,\n",
       "  14.8,\n",
       "  14.83,\n",
       "  14.56,\n",
       "  14.7,\n",
       "  14.62,\n",
       "  14.53,\n",
       "  14.31,\n",
       "  14.69,\n",
       "  14.7,\n",
       "  14.67,\n",
       "  14.95,\n",
       "  14.65,\n",
       "  14.62,\n",
       "  14.39,\n",
       "  14.44,\n",
       "  13.75,\n",
       "  13.6,\n",
       "  13.67,\n",
       "  13.25,\n",
       "  13.19,\n",
       "  13.62,\n",
       "  13.63,\n",
       "  13.61,\n",
       "  13.58,\n",
       "  13.96,\n",
       "  14.16,\n",
       "  14.35,\n",
       "  14.39,\n",
       "  14.59,\n",
       "  16.88,\n",
       "  17.9,\n",
       "  18.24,\n",
       "  18.07,\n",
       "  18.4,\n",
       "  18.74,\n",
       "  18.97,\n",
       "  18.84,\n",
       "  18.85,\n",
       "  19.01,\n",
       "  18.65,\n",
       "  18.16,\n",
       "  18.09,\n",
       "  18.4,\n",
       "  18.46,\n",
       "  18.9,\n",
       "  18.66,\n",
       "  18.5,\n",
       "  18.18,\n",
       "  18.29,\n",
       "  17.67,\n",
       "  17.79,\n",
       "  17.74,\n",
       "  18.04,\n",
       "  17.04,\n",
       "  17.29,\n",
       "  17.51,\n",
       "  17.88,\n",
       "  17.95,\n",
       "  18.27,\n",
       "  18.5,\n",
       "  19.48,\n",
       "  19.61,\n",
       "  19.58,\n",
       "  19.69,\n",
       "  19.67,\n",
       "  19.4,\n",
       "  19.32,\n",
       "  19.31,\n",
       "  19.21,\n",
       "  19.18,\n",
       "  19.4,\n",
       "  19.55,\n",
       "  20.18,\n",
       "  20.5,\n",
       "  20.45,\n",
       "  19.94,\n",
       "  20.0,\n",
       "  20.4,\n",
       "  20.24,\n",
       "  20.0,\n",
       "  20.95,\n",
       "  21.18,\n",
       "  20.8,\n",
       "  20.96,\n",
       "  20.96,\n",
       "  21.5,\n",
       "  21.57,\n",
       "  21.5,\n",
       "  21.08,\n",
       "  20.9,\n",
       "  21.35,\n",
       "  21.27,\n",
       "  21.5,\n",
       "  21.4,\n",
       "  20.17,\n",
       "  20.09,\n",
       "  20.13,\n",
       "  19.93,\n",
       "  19.8,\n",
       "  20.34,\n",
       "  20.33,\n",
       "  20.07,\n",
       "  20.41,\n",
       "  20.45,\n",
       "  21.27,\n",
       "  21.71,\n",
       "  22.0,\n",
       "  20.91,\n",
       "  21.07,\n",
       "  21.48,\n",
       "  22.22,\n",
       "  22.85,\n",
       "  22.9,\n",
       "  23.32,\n",
       "  23.25,\n",
       "  23.15,\n",
       "  22.79,\n",
       "  22.67,\n",
       "  22.61,\n",
       "  22.79,\n",
       "  23.14,\n",
       "  22.9,\n",
       "  22.69,\n",
       "  22.38,\n",
       "  22.99,\n",
       "  23.05,\n",
       "  22.5,\n",
       "  22.46,\n",
       "  22.31,\n",
       "  21.37,\n",
       "  21.7,\n",
       "  21.67,\n",
       "  21.22,\n",
       "  21.1,\n",
       "  20.8,\n",
       "  21.86,\n",
       "  22.33,\n",
       "  23.41,\n",
       "  23.54,\n",
       "  23.67,\n",
       "  23.81,\n",
       "  24.41,\n",
       "  24.74,\n",
       "  25.01,\n",
       "  23.84,\n",
       "  23.49,\n",
       "  23.34,\n",
       "  23.4,\n",
       "  23.2,\n",
       "  23.15,\n",
       "  22.85,\n",
       "  22.89,\n",
       "  23.77,\n",
       "  23.9,\n",
       "  24.0,\n",
       "  23.35,\n",
       "  23.3,\n",
       "  23.1,\n",
       "  23.13,\n",
       "  23.15,\n",
       "  23.24,\n",
       "  22.65,\n",
       "  22.02,\n",
       "  22.72,\n",
       "  22.56,\n",
       "  22.61,\n",
       "  21.37,\n",
       "  21.34,\n",
       "  20.65,\n",
       "  21.08,\n",
       "  20.58,\n",
       "  21.27,\n",
       "  21.25,\n",
       "  21.15,\n",
       "  21.07,\n",
       "  21.85,\n",
       "  21.9,\n",
       "  21.84,\n",
       "  21.17,\n",
       "  21.15,\n",
       "  21.08,\n",
       "  21.25,\n",
       "  20.61,\n",
       "  21.34,\n",
       "  21.32,\n",
       "  21.49,\n",
       "  20.49,\n",
       "  20.13,\n",
       "  20.18,\n",
       "  20.42,\n",
       "  19.89,\n",
       "  19.95,\n",
       "  20.59,\n",
       "  20.91,\n",
       "  21.16,\n",
       "  21.5,\n",
       "  21.53,\n",
       "  21.75,\n",
       "  22.39,\n",
       "  22.42,\n",
       "  22.83,\n",
       "  23.73,\n",
       "  24.13,\n",
       "  24.0,\n",
       "  24.84,\n",
       "  24.54,\n",
       "  23.4,\n",
       "  23.04,\n",
       "  22.8,\n",
       "  22.97,\n",
       "  22.83,\n",
       "  22.74,\n",
       "  23.06,\n",
       "  23.25,\n",
       "  23.38,\n",
       "  22.8,\n",
       "  22.87,\n",
       "  22.81,\n",
       "  22.4,\n",
       "  22.09,\n",
       "  22.91,\n",
       "  22.89,\n",
       "  22.86,\n",
       "  23.12,\n",
       "  23.87,\n",
       "  23.99,\n",
       "  24.1,\n",
       "  23.49,\n",
       "  23.44,\n",
       "  23.64,\n",
       "  22.51,\n",
       "  22.46,\n",
       "  22.74,\n",
       "  ...],\n",
       " 'low': [118.5,\n",
       "  120.69,\n",
       "  120.0,\n",
       "  125.0,\n",
       "  121.12,\n",
       "  118.56,\n",
       "  118.25,\n",
       "  121.0,\n",
       "  119.5,\n",
       "  114.0,\n",
       "  114.12,\n",
       "  114.5,\n",
       "  119.62,\n",
       "  122.37,\n",
       "  121.62,\n",
       "  131.56,\n",
       "  140.0,\n",
       "  135.5,\n",
       "  136.88,\n",
       "  137.13,\n",
       "  133.83,\n",
       "  125.44,\n",
       "  126.0,\n",
       "  129.44,\n",
       "  116.75,\n",
       "  124.0,\n",
       "  123.25,\n",
       "  125.5,\n",
       "  124.75,\n",
       "  118.06,\n",
       "  104.87,\n",
       "  108.5,\n",
       "  109.0,\n",
       "  109.06,\n",
       "  119.37,\n",
       "  119.75,\n",
       "  117.06,\n",
       "  114.75,\n",
       "  122.06,\n",
       "  120.0,\n",
       "  116.58,\n",
       "  121.31,\n",
       "  121.87,\n",
       "  117.5,\n",
       "  111.62,\n",
       "  110.56,\n",
       "  110.72,\n",
       "  110.0,\n",
       "  104.87,\n",
       "  98.75,\n",
       "  99.0,\n",
       "  104.77,\n",
       "  100.12,\n",
       "  102.75,\n",
       "  100.37,\n",
       "  100.62,\n",
       "  93.37,\n",
       "  86.0,\n",
       "  85.62,\n",
       "  83.0,\n",
       "  86.0,\n",
       "  85.25,\n",
       "  81.75,\n",
       "  83.81,\n",
       "  80.37,\n",
       "  89.0,\n",
       "  89.69,\n",
       "  90.31,\n",
       "  91.62,\n",
       "  93.12,\n",
       "  94.37,\n",
       "  90.87,\n",
       "  88.19,\n",
       "  90.12,\n",
       "  89.0,\n",
       "  89.06,\n",
       "  89.81,\n",
       "  98.37,\n",
       "  50.31,\n",
       "  53.56,\n",
       "  50.81,\n",
       "  52.13,\n",
       "  51.63,\n",
       "  51.5,\n",
       "  51.06,\n",
       "  51.69,\n",
       "  52.13,\n",
       "  50.75,\n",
       "  49.63,\n",
       "  52.13,\n",
       "  53.75,\n",
       "  55.44,\n",
       "  56.38,\n",
       "  54.75,\n",
       "  56.88,\n",
       "  57.13,\n",
       "  56.88,\n",
       "  51.75,\n",
       "  54.13,\n",
       "  52.94,\n",
       "  47.5,\n",
       "  49.06,\n",
       "  49.25,\n",
       "  49.88,\n",
       "  46.88,\n",
       "  48.75,\n",
       "  49.25,\n",
       "  47.19,\n",
       "  44.25,\n",
       "  46.31,\n",
       "  47.19,\n",
       "  46.31,\n",
       "  47.25,\n",
       "  47.38,\n",
       "  45.56,\n",
       "  46.31,\n",
       "  46.5,\n",
       "  46.81,\n",
       "  48.31,\n",
       "  49.88,\n",
       "  49.63,\n",
       "  50.38,\n",
       "  51.06,\n",
       "  53.38,\n",
       "  56.38,\n",
       "  57.06,\n",
       "  57.69,\n",
       "  58.7,\n",
       "  58.94,\n",
       "  61.13,\n",
       "  62.25,\n",
       "  57.75,\n",
       "  58.25,\n",
       "  58.5,\n",
       "  58.13,\n",
       "  57.0,\n",
       "  56.75,\n",
       "  56.81,\n",
       "  54.25,\n",
       "  55.06,\n",
       "  58.56,\n",
       "  58.56,\n",
       "  55.25,\n",
       "  50.0,\n",
       "  52.06,\n",
       "  51.38,\n",
       "  48.25,\n",
       "  48.13,\n",
       "  25.37,\n",
       "  23.5,\n",
       "  22.19,\n",
       "  21.87,\n",
       "  22.0,\n",
       "  21.0,\n",
       "  21.12,\n",
       "  20.5,\n",
       "  19.12,\n",
       "  19.5,\n",
       "  20.0,\n",
       "  21.37,\n",
       "  19.69,\n",
       "  18.75,\n",
       "  18.31,\n",
       "  18.94,\n",
       "  19.44,\n",
       "  18.81,\n",
       "  18.44,\n",
       "  17.5,\n",
       "  17.87,\n",
       "  18.75,\n",
       "  19.25,\n",
       "  19.44,\n",
       "  21.06,\n",
       "  21.94,\n",
       "  20.87,\n",
       "  20.81,\n",
       "  19.81,\n",
       "  19.06,\n",
       "  19.06,\n",
       "  18.25,\n",
       "  19.56,\n",
       "  19.25,\n",
       "  18.87,\n",
       "  18.25,\n",
       "  18.25,\n",
       "  18.75,\n",
       "  18.37,\n",
       "  18.81,\n",
       "  18.5,\n",
       "  17.94,\n",
       "  17.25,\n",
       "  16.12,\n",
       "  16.81,\n",
       "  16.44,\n",
       "  16.37,\n",
       "  14.0,\n",
       "  14.0,\n",
       "  14.44,\n",
       "  14.88,\n",
       "  15.0,\n",
       "  14.88,\n",
       "  14.44,\n",
       "  14.0,\n",
       "  13.94,\n",
       "  14.0,\n",
       "  13.63,\n",
       "  13.88,\n",
       "  14.13,\n",
       "  14.25,\n",
       "  14.19,\n",
       "  14.31,\n",
       "  14.5,\n",
       "  14.56,\n",
       "  14.44,\n",
       "  16.81,\n",
       "  16.06,\n",
       "  15.94,\n",
       "  16.56,\n",
       "  16.06,\n",
       "  16.25,\n",
       "  17.06,\n",
       "  17.0,\n",
       "  16.5,\n",
       "  17.62,\n",
       "  18.69,\n",
       "  18.44,\n",
       "  19.06,\n",
       "  19.56,\n",
       "  19.75,\n",
       "  19.06,\n",
       "  19.56,\n",
       "  20.87,\n",
       "  21.44,\n",
       "  20.5,\n",
       "  20.5,\n",
       "  19.75,\n",
       "  20.0,\n",
       "  19.81,\n",
       "  20.19,\n",
       "  18.69,\n",
       "  18.81,\n",
       "  19.0,\n",
       "  18.5,\n",
       "  19.69,\n",
       "  18.75,\n",
       "  18.19,\n",
       "  18.25,\n",
       "  18.0,\n",
       "  18.25,\n",
       "  18.56,\n",
       "  18.69,\n",
       "  18.12,\n",
       "  17.19,\n",
       "  18.25,\n",
       "  19.25,\n",
       "  20.69,\n",
       "  20.75,\n",
       "  20.44,\n",
       "  20.0,\n",
       "  18.12,\n",
       "  18.19,\n",
       "  18.44,\n",
       "  19.69,\n",
       "  18.87,\n",
       "  19.5,\n",
       "  19.69,\n",
       "  19.37,\n",
       "  20.19,\n",
       "  22.0,\n",
       "  21.13,\n",
       "  21.9,\n",
       "  21.5,\n",
       "  21.5,\n",
       "  21.34,\n",
       "  21.4,\n",
       "  20.13,\n",
       "  18.75,\n",
       "  20.0,\n",
       "  19.9,\n",
       "  20.06,\n",
       "  20.78,\n",
       "  21.28,\n",
       "  21.15,\n",
       "  20.86,\n",
       "  19.6,\n",
       "  21.08,\n",
       "  23.6,\n",
       "  24.6,\n",
       "  24.0,\n",
       "  23.51,\n",
       "  23.57,\n",
       "  24.68,\n",
       "  24.75,\n",
       "  24.87,\n",
       "  25.2,\n",
       "  25.76,\n",
       "  24.73,\n",
       "  23.96,\n",
       "  24.84,\n",
       "  23.95,\n",
       "  23.67,\n",
       "  22.95,\n",
       "  22.76,\n",
       "  22.75,\n",
       "  23.04,\n",
       "  22.85,\n",
       "  23.25,\n",
       "  23.12,\n",
       "  23.05,\n",
       "  23.4,\n",
       "  22.86,\n",
       "  22.62,\n",
       "  22.5,\n",
       "  20.81,\n",
       "  19.3,\n",
       "  19.49,\n",
       "  19.98,\n",
       "  20.46,\n",
       "  20.35,\n",
       "  20.33,\n",
       "  20.45,\n",
       "  20.71,\n",
       "  19.95,\n",
       "  19.76,\n",
       "  20.06,\n",
       "  19.77,\n",
       "  19.35,\n",
       "  20.0,\n",
       "  20.01,\n",
       "  19.98,\n",
       "  21.1,\n",
       "  21.76,\n",
       "  22.45,\n",
       "  23.01,\n",
       "  22.5,\n",
       "  22.94,\n",
       "  23.2,\n",
       "  23.14,\n",
       "  23.5,\n",
       "  23.01,\n",
       "  21.72,\n",
       "  21.68,\n",
       "  20.84,\n",
       "  21.0,\n",
       "  23.3,\n",
       "  23.84,\n",
       "  23.91,\n",
       "  23.01,\n",
       "  20.42,\n",
       "  19.75,\n",
       "  19.49,\n",
       "  19.51,\n",
       "  18.73,\n",
       "  17.97,\n",
       "  17.85,\n",
       "  18.5,\n",
       "  18.51,\n",
       "  18.51,\n",
       "  18.95,\n",
       "  19.26,\n",
       "  19.0,\n",
       "  19.0,\n",
       "  18.98,\n",
       "  18.54,\n",
       "  18.72,\n",
       "  18.59,\n",
       "  18.76,\n",
       "  18.67,\n",
       "  18.2,\n",
       "  17.97,\n",
       "  17.99,\n",
       "  17.81,\n",
       "  17.7,\n",
       "  17.61,\n",
       "  17.58,\n",
       "  17.65,\n",
       "  18.16,\n",
       "  18.4,\n",
       "  17.83,\n",
       "  17.28,\n",
       "  17.65,\n",
       "  18.18,\n",
       "  18.12,\n",
       "  17.65,\n",
       "  17.2,\n",
       "  16.92,\n",
       "  15.73,\n",
       "  16.17,\n",
       "  15.6,\n",
       "  15.5,\n",
       "  14.68,\n",
       "  15.95,\n",
       "  15.35,\n",
       "  14.93,\n",
       "  15.2,\n",
       "  15.39,\n",
       "  15.23,\n",
       "  14.88,\n",
       "  14.83,\n",
       "  14.99,\n",
       "  14.99,\n",
       "  15.5,\n",
       "  15.63,\n",
       "  15.95,\n",
       "  16.85,\n",
       "  16.86,\n",
       "  17.95,\n",
       "  17.77,\n",
       "  16.96,\n",
       "  17.29,\n",
       "  17.88,\n",
       "  18.09,\n",
       "  17.87,\n",
       "  17.75,\n",
       "  18.16,\n",
       "  18.62,\n",
       "  17.6,\n",
       "  17.06,\n",
       "  17.44,\n",
       "  17.25,\n",
       "  18.16,\n",
       "  18.61,\n",
       "  18.53,\n",
       "  19.33,\n",
       "  18.57,\n",
       "  18.55,\n",
       "  17.96,\n",
       "  18.71,\n",
       "  19.15,\n",
       "  19.23,\n",
       "  18.4,\n",
       "  18.96,\n",
       "  19.5,\n",
       "  19.26,\n",
       "  19.57,\n",
       "  19.88,\n",
       "  20.5,\n",
       "  20.41,\n",
       "  20.19,\n",
       "  20.25,\n",
       "  20.6,\n",
       "  20.72,\n",
       "  22.17,\n",
       "  22.14,\n",
       "  22.0,\n",
       "  22.23,\n",
       "  21.65,\n",
       "  21.25,\n",
       "  20.5,\n",
       "  20.09,\n",
       "  20.19,\n",
       "  20.22,\n",
       "  20.47,\n",
       "  20.62,\n",
       "  20.8,\n",
       "  20.9,\n",
       "  21.14,\n",
       "  21.58,\n",
       "  21.96,\n",
       "  21.83,\n",
       "  21.96,\n",
       "  22.77,\n",
       "  22.99,\n",
       "  22.75,\n",
       "  22.46,\n",
       "  21.28,\n",
       "  20.25,\n",
       "  20.6,\n",
       "  20.9,\n",
       "  21.21,\n",
       "  20.5,\n",
       "  21.87,\n",
       "  21.96,\n",
       "  21.82,\n",
       "  21.59,\n",
       "  22.9,\n",
       "  22.66,\n",
       "  22.72,\n",
       "  22.85,\n",
       "  22.94,\n",
       "  24.11,\n",
       "  24.34,\n",
       "  24.2,\n",
       "  25.08,\n",
       "  24.15,\n",
       "  24.08,\n",
       "  23.37,\n",
       "  23.74,\n",
       "  24.45,\n",
       "  24.65,\n",
       "  24.38,\n",
       "  23.85,\n",
       "  22.48,\n",
       "  22.35,\n",
       "  21.45,\n",
       "  21.5,\n",
       "  22.36,\n",
       "  23.25,\n",
       "  20.94,\n",
       "  21.35,\n",
       "  21.82,\n",
       "  22.76,\n",
       "  23.4,\n",
       "  22.93,\n",
       "  23.61,\n",
       "  24.3,\n",
       "  24.1,\n",
       "  24.1,\n",
       "  24.15,\n",
       "  23.87,\n",
       "  24.25,\n",
       "  24.32,\n",
       "  24.3,\n",
       "  24.5,\n",
       "  23.26,\n",
       "  23.87,\n",
       "  23.24,\n",
       "  23.0,\n",
       "  23.26,\n",
       "  23.46,\n",
       "  23.28,\n",
       "  23.87,\n",
       "  23.6,\n",
       "  23.67,\n",
       "  24.1,\n",
       "  23.78,\n",
       "  24.01,\n",
       "  24.01,\n",
       "  24.75,\n",
       "  24.57,\n",
       "  24.8,\n",
       "  25.12,\n",
       "  25.38,\n",
       "  24.88,\n",
       "  24.93,\n",
       "  24.23,\n",
       "  24.09,\n",
       "  23.68,\n",
       "  23.55,\n",
       "  23.0,\n",
       "  23.09,\n",
       "  23.75,\n",
       "  23.36,\n",
       "  23.6,\n",
       "  23.43,\n",
       "  22.46,\n",
       "  22.14,\n",
       "  23.04,\n",
       "  23.8,\n",
       "  22.98,\n",
       "  22.94,\n",
       "  24.22,\n",
       "  24.84,\n",
       "  24.75,\n",
       "  24.61,\n",
       "  24.53,\n",
       "  23.4,\n",
       "  23.32,\n",
       "  24.07,\n",
       "  23.96,\n",
       "  23.43,\n",
       "  23.45,\n",
       "  23.51,\n",
       "  23.28,\n",
       "  22.58,\n",
       "  22.18,\n",
       "  22.35,\n",
       "  22.04,\n",
       "  20.93,\n",
       "  21.34,\n",
       "  20.41,\n",
       "  19.94,\n",
       "  19.38,\n",
       "  18.11,\n",
       "  19.85,\n",
       "  19.98,\n",
       "  16.88,\n",
       "  16.85,\n",
       "  16.79,\n",
       "  16.7,\n",
       "  16.86,\n",
       "  15.98,\n",
       "  16.42,\n",
       "  17.0,\n",
       "  17.05,\n",
       "  16.83,\n",
       "  16.75,\n",
       "  17.71,\n",
       "  17.68,\n",
       "  17.46,\n",
       "  17.25,\n",
       "  16.97,\n",
       "  17.26,\n",
       "  16.81,\n",
       "  17.61,\n",
       "  15.19,\n",
       "  14.75,\n",
       "  14.53,\n",
       "  14.61,\n",
       "  14.44,\n",
       "  14.25,\n",
       "  14.01,\n",
       "  13.8,\n",
       "  14.37,\n",
       "  14.56,\n",
       "  14.9,\n",
       "  14.73,\n",
       "  14.25,\n",
       "  13.97,\n",
       "  14.08,\n",
       "  14.35,\n",
       "  14.77,\n",
       "  14.75,\n",
       "  14.69,\n",
       "  14.55,\n",
       "  14.54,\n",
       "  15.01,\n",
       "  15.28,\n",
       "  15.72,\n",
       "  15.53,\n",
       "  15.45,\n",
       "  15.66,\n",
       "  15.45,\n",
       "  15.16,\n",
       "  14.71,\n",
       "  14.65,\n",
       "  14.51,\n",
       "  14.58,\n",
       "  14.05,\n",
       "  14.17,\n",
       "  14.05,\n",
       "  14.23,\n",
       "  14.15,\n",
       "  14.12,\n",
       "  14.15,\n",
       "  14.12,\n",
       "  14.05,\n",
       "  14.12,\n",
       "  14.57,\n",
       "  14.52,\n",
       "  14.48,\n",
       "  14.52,\n",
       "  14.45,\n",
       "  14.4,\n",
       "  14.65,\n",
       "  14.55,\n",
       "  14.48,\n",
       "  14.14,\n",
       "  14.0,\n",
       "  14.1,\n",
       "  14.06,\n",
       "  13.99,\n",
       "  13.76,\n",
       "  13.36,\n",
       "  13.41,\n",
       "  13.58,\n",
       "  14.1,\n",
       "  14.44,\n",
       "  14.78,\n",
       "  13.9,\n",
       "  13.98,\n",
       "  13.93,\n",
       "  14.0,\n",
       "  14.26,\n",
       "  14.5,\n",
       "  14.55,\n",
       "  14.59,\n",
       "  15.25,\n",
       "  14.96,\n",
       "  15.48,\n",
       "  15.92,\n",
       "  15.89,\n",
       "  16.35,\n",
       "  16.35,\n",
       "  16.7,\n",
       "  15.81,\n",
       "  15.52,\n",
       "  15.12,\n",
       "  15.28,\n",
       "  15.28,\n",
       "  15.78,\n",
       "  15.76,\n",
       "  15.52,\n",
       "  15.01,\n",
       "  15.25,\n",
       "  15.75,\n",
       "  15.9,\n",
       "  15.71,\n",
       "  15.27,\n",
       "  15.45,\n",
       "  15.41,\n",
       "  15.01,\n",
       "  15.1,\n",
       "  14.5,\n",
       "  14.53,\n",
       "  14.52,\n",
       "  14.67,\n",
       "  14.73,\n",
       "  15.08,\n",
       "  15.01,\n",
       "  14.65,\n",
       "  14.61,\n",
       "  14.66,\n",
       "  14.5,\n",
       "  14.1,\n",
       "  13.78,\n",
       "  14.12,\n",
       "  14.3,\n",
       "  14.28,\n",
       "  14.01,\n",
       "  13.84,\n",
       "  13.95,\n",
       "  14.35,\n",
       "  14.59,\n",
       "  14.88,\n",
       "  14.47,\n",
       "  14.44,\n",
       "  14.5,\n",
       "  14.49,\n",
       "  14.36,\n",
       "  14.49,\n",
       "  14.26,\n",
       "  14.21,\n",
       "  14.08,\n",
       "  14.0,\n",
       "  13.8,\n",
       "  13.95,\n",
       "  13.56,\n",
       "  13.65,\n",
       "  14.16,\n",
       "  14.3,\n",
       "  14.29,\n",
       "  14.05,\n",
       "  14.35,\n",
       "  14.31,\n",
       "  14.44,\n",
       "  14.22,\n",
       "  14.07,\n",
       "  14.06,\n",
       "  14.2,\n",
       "  14.27,\n",
       "  14.24,\n",
       "  14.35,\n",
       "  14.72,\n",
       "  14.68,\n",
       "  14.71,\n",
       "  14.65,\n",
       "  13.8,\n",
       "  14.58,\n",
       "  14.48,\n",
       "  14.51,\n",
       "  14.77,\n",
       "  14.55,\n",
       "  14.44,\n",
       "  14.52,\n",
       "  14.4,\n",
       "  14.31,\n",
       "  14.3,\n",
       "  14.12,\n",
       "  14.06,\n",
       "  14.17,\n",
       "  14.64,\n",
       "  14.71,\n",
       "  14.82,\n",
       "  14.79,\n",
       "  14.6,\n",
       "  14.82,\n",
       "  14.35,\n",
       "  14.37,\n",
       "  14.3,\n",
       "  14.32,\n",
       "  14.37,\n",
       "  14.04,\n",
       "  14.07,\n",
       "  14.27,\n",
       "  14.35,\n",
       "  14.39,\n",
       "  14.41,\n",
       "  14.36,\n",
       "  14.14,\n",
       "  14.2,\n",
       "  12.93,\n",
       "  13.5,\n",
       "  13.3,\n",
       "  12.92,\n",
       "  12.72,\n",
       "  12.98,\n",
       "  13.09,\n",
       "  13.36,\n",
       "  13.0,\n",
       "  13.23,\n",
       "  13.43,\n",
       "  13.58,\n",
       "  13.85,\n",
       "  14.0,\n",
       "  14.34,\n",
       "  14.75,\n",
       "  16.1,\n",
       "  17.11,\n",
       "  17.29,\n",
       "  17.88,\n",
       "  18.13,\n",
       "  17.95,\n",
       "  18.43,\n",
       "  18.47,\n",
       "  18.28,\n",
       "  18.06,\n",
       "  17.6,\n",
       "  17.67,\n",
       "  17.74,\n",
       "  17.96,\n",
       "  17.91,\n",
       "  18.15,\n",
       "  17.9,\n",
       "  17.53,\n",
       "  17.27,\n",
       "  17.02,\n",
       "  17.14,\n",
       "  17.33,\n",
       "  17.14,\n",
       "  16.63,\n",
       "  16.75,\n",
       "  16.81,\n",
       "  17.45,\n",
       "  17.13,\n",
       "  17.45,\n",
       "  17.99,\n",
       "  18.31,\n",
       "  18.77,\n",
       "  18.9,\n",
       "  18.75,\n",
       "  18.72,\n",
       "  18.71,\n",
       "  18.7,\n",
       "  18.48,\n",
       "  18.59,\n",
       "  18.51,\n",
       "  19.02,\n",
       "  18.98,\n",
       "  19.13,\n",
       "  19.49,\n",
       "  19.89,\n",
       "  19.37,\n",
       "  19.53,\n",
       "  19.87,\n",
       "  19.43,\n",
       "  19.38,\n",
       "  20.13,\n",
       "  20.4,\n",
       "  20.3,\n",
       "  20.5,\n",
       "  20.46,\n",
       "  20.38,\n",
       "  20.4,\n",
       "  20.86,\n",
       "  20.52,\n",
       "  20.17,\n",
       "  20.57,\n",
       "  20.64,\n",
       "  20.28,\n",
       "  20.1,\n",
       "  19.5,\n",
       "  19.42,\n",
       "  19.6,\n",
       "  19.51,\n",
       "  19.46,\n",
       "  19.58,\n",
       "  19.94,\n",
       "  19.66,\n",
       "  19.72,\n",
       "  20.0,\n",
       "  20.14,\n",
       "  20.95,\n",
       "  20.64,\n",
       "  20.49,\n",
       "  20.35,\n",
       "  20.66,\n",
       "  21.33,\n",
       "  22.05,\n",
       "  22.4,\n",
       "  22.76,\n",
       "  22.77,\n",
       "  22.41,\n",
       "  22.47,\n",
       "  22.12,\n",
       "  22.11,\n",
       "  22.1,\n",
       "  22.31,\n",
       "  22.12,\n",
       "  22.2,\n",
       "  21.85,\n",
       "  21.95,\n",
       "  22.43,\n",
       "  21.92,\n",
       "  21.88,\n",
       "  21.08,\n",
       "  20.25,\n",
       "  20.15,\n",
       "  20.65,\n",
       "  20.44,\n",
       "  20.19,\n",
       "  20.28,\n",
       "  20.88,\n",
       "  21.58,\n",
       "  21.91,\n",
       "  22.73,\n",
       "  22.79,\n",
       "  23.37,\n",
       "  23.72,\n",
       "  24.19,\n",
       "  24.58,\n",
       "  22.41,\n",
       "  22.43,\n",
       "  22.38,\n",
       "  22.75,\n",
       "  22.68,\n",
       "  22.59,\n",
       "  22.23,\n",
       "  22.49,\n",
       "  22.4,\n",
       "  23.34,\n",
       "  22.87,\n",
       "  22.78,\n",
       "  22.78,\n",
       "  22.59,\n",
       "  22.47,\n",
       "  22.65,\n",
       "  22.45,\n",
       "  21.84,\n",
       "  21.48,\n",
       "  21.48,\n",
       "  21.92,\n",
       "  21.28,\n",
       "  20.95,\n",
       "  20.35,\n",
       "  20.26,\n",
       "  20.1,\n",
       "  19.85,\n",
       "  20.45,\n",
       "  20.61,\n",
       "  20.25,\n",
       "  20.52,\n",
       "  21.0,\n",
       "  21.41,\n",
       "  20.96,\n",
       "  20.77,\n",
       "  20.73,\n",
       "  20.41,\n",
       "  20.4,\n",
       "  19.96,\n",
       "  20.21,\n",
       "  20.7,\n",
       "  20.07,\n",
       "  20.01,\n",
       "  19.79,\n",
       "  19.9,\n",
       "  19.62,\n",
       "  19.25,\n",
       "  19.6,\n",
       "  19.65,\n",
       "  20.34,\n",
       "  20.86,\n",
       "  21.15,\n",
       "  21.18,\n",
       "  21.18,\n",
       "  21.42,\n",
       "  21.71,\n",
       "  21.93,\n",
       "  22.65,\n",
       "  22.79,\n",
       "  23.1,\n",
       "  23.86,\n",
       "  23.78,\n",
       "  22.5,\n",
       "  22.61,\n",
       "  22.25,\n",
       "  22.43,\n",
       "  22.18,\n",
       "  22.25,\n",
       "  22.43,\n",
       "  22.8,\n",
       "  22.41,\n",
       "  22.19,\n",
       "  22.42,\n",
       "  22.08,\n",
       "  22.0,\n",
       "  21.7,\n",
       "  21.81,\n",
       "  22.4,\n",
       "  22.5,\n",
       "  22.44,\n",
       "  23.05,\n",
       "  23.6,\n",
       "  22.83,\n",
       "  23.1,\n",
       "  23.05,\n",
       "  22.41,\n",
       "  22.21,\n",
       "  21.89,\n",
       "  22.0,\n",
       "  ...],\n",
       " 'close': [130.31,\n",
       "  122.0,\n",
       "  128.0,\n",
       "  125.69,\n",
       "  122.87,\n",
       "  122.0,\n",
       "  122.25,\n",
       "  125.75,\n",
       "  121.31,\n",
       "  114.25,\n",
       "  116.25,\n",
       "  121.56,\n",
       "  125.0,\n",
       "  123.0,\n",
       "  134.94,\n",
       "  144.19,\n",
       "  141.31,\n",
       "  138.69,\n",
       "  139.56,\n",
       "  139.13,\n",
       "  135.94,\n",
       "  125.75,\n",
       "  135.81,\n",
       "  133.31,\n",
       "  127.31,\n",
       "  130.38,\n",
       "  125.19,\n",
       "  131.75,\n",
       "  125.0,\n",
       "  119.44,\n",
       "  109.25,\n",
       "  113.81,\n",
       "  111.87,\n",
       "  123.87,\n",
       "  126.87,\n",
       "  121.12,\n",
       "  118.87,\n",
       "  120.5,\n",
       "  128.31,\n",
       "  121.31,\n",
       "  126.75,\n",
       "  124.06,\n",
       "  124.31,\n",
       "  117.87,\n",
       "  115.06,\n",
       "  110.69,\n",
       "  113.12,\n",
       "  110.12,\n",
       "  105.44,\n",
       "  99.31,\n",
       "  102.81,\n",
       "  107.62,\n",
       "  101.0,\n",
       "  105.69,\n",
       "  101.37,\n",
       "  100.75,\n",
       "  94.0,\n",
       "  89.94,\n",
       "  85.81,\n",
       "  87.69,\n",
       "  87.27,\n",
       "  86.37,\n",
       "  87.56,\n",
       "  84.0,\n",
       "  89.12,\n",
       "  92.56,\n",
       "  91.31,\n",
       "  92.87,\n",
       "  96.56,\n",
       "  94.81,\n",
       "  95.75,\n",
       "  91.19,\n",
       "  94.5,\n",
       "  90.44,\n",
       "  92.37,\n",
       "  91.19,\n",
       "  96.62,\n",
       "  101.25,\n",
       "  55.63,\n",
       "  53.75,\n",
       "  51.69,\n",
       "  54.13,\n",
       "  51.75,\n",
       "  54.44,\n",
       "  51.25,\n",
       "  52.38,\n",
       "  53.31,\n",
       "  51.63,\n",
       "  51.81,\n",
       "  54.44,\n",
       "  57.13,\n",
       "  56.94,\n",
       "  58.88,\n",
       "  56.5,\n",
       "  57.69,\n",
       "  58.31,\n",
       "  57.25,\n",
       "  52.69,\n",
       "  55.13,\n",
       "  53.56,\n",
       "  48.69,\n",
       "  50.06,\n",
       "  50.06,\n",
       "  52.0,\n",
       "  48.31,\n",
       "  50.81,\n",
       "  49.31,\n",
       "  47.25,\n",
       "  48.0,\n",
       "  47.38,\n",
       "  47.94,\n",
       "  46.75,\n",
       "  47.5,\n",
       "  47.56,\n",
       "  47.69,\n",
       "  47.06,\n",
       "  46.69,\n",
       "  48.5,\n",
       "  51.44,\n",
       "  50.0,\n",
       "  50.5,\n",
       "  51.69,\n",
       "  54.31,\n",
       "  56.11,\n",
       "  56.81,\n",
       "  58.06,\n",
       "  59.19,\n",
       "  59.5,\n",
       "  60.94,\n",
       "  63.44,\n",
       "  62.44,\n",
       "  58.44,\n",
       "  62.0,\n",
       "  58.88,\n",
       "  58.44,\n",
       "  57.75,\n",
       "  58.0,\n",
       "  56.86,\n",
       "  55.23,\n",
       "  60.66,\n",
       "  59.94,\n",
       "  61.05,\n",
       "  56.69,\n",
       "  52.19,\n",
       "  53.5,\n",
       "  51.44,\n",
       "  48.94,\n",
       "  53.5,\n",
       "  25.75,\n",
       "  24.25,\n",
       "  22.31,\n",
       "  23.62,\n",
       "  22.06,\n",
       "  22.19,\n",
       "  21.75,\n",
       "  20.87,\n",
       "  19.62,\n",
       "  20.0,\n",
       "  22.06,\n",
       "  21.5,\n",
       "  20.12,\n",
       "  20.12,\n",
       "  18.94,\n",
       "  19.5,\n",
       "  20.37,\n",
       "  18.87,\n",
       "  18.5,\n",
       "  18.5,\n",
       "  18.56,\n",
       "  19.31,\n",
       "  19.56,\n",
       "  20.5,\n",
       "  22.31,\n",
       "  22.25,\n",
       "  21.44,\n",
       "  21.31,\n",
       "  20.06,\n",
       "  20.19,\n",
       "  19.06,\n",
       "  19.37,\n",
       "  20.25,\n",
       "  19.87,\n",
       "  19.0,\n",
       "  18.5,\n",
       "  18.94,\n",
       "  18.81,\n",
       "  18.5,\n",
       "  19.31,\n",
       "  18.69,\n",
       "  18.03,\n",
       "  17.56,\n",
       "  16.5,\n",
       "  17.06,\n",
       "  16.69,\n",
       "  17.0,\n",
       "  14.31,\n",
       "  14.31,\n",
       "  15.06,\n",
       "  15.19,\n",
       "  15.38,\n",
       "  15.0,\n",
       "  14.44,\n",
       "  14.06,\n",
       "  14.25,\n",
       "  14.0,\n",
       "  14.38,\n",
       "  14.06,\n",
       "  15.0,\n",
       "  14.69,\n",
       "  14.81,\n",
       "  14.81,\n",
       "  14.88,\n",
       "  14.88,\n",
       "  16.37,\n",
       "  17.06,\n",
       "  16.37,\n",
       "  16.56,\n",
       "  17.19,\n",
       "  16.56,\n",
       "  18.0,\n",
       "  17.19,\n",
       "  17.12,\n",
       "  16.81,\n",
       "  18.69,\n",
       "  19.5,\n",
       "  19.25,\n",
       "  20.5,\n",
       "  20.5,\n",
       "  19.94,\n",
       "  19.56,\n",
       "  21.69,\n",
       "  21.75,\n",
       "  21.62,\n",
       "  21.12,\n",
       "  20.62,\n",
       "  20.19,\n",
       "  21.12,\n",
       "  20.75,\n",
       "  20.75,\n",
       "  19.12,\n",
       "  19.69,\n",
       "  19.12,\n",
       "  19.5,\n",
       "  20.06,\n",
       "  19.0,\n",
       "  18.31,\n",
       "  18.87,\n",
       "  18.81,\n",
       "  18.81,\n",
       "  19.5,\n",
       "  19.37,\n",
       "  18.25,\n",
       "  18.75,\n",
       "  19.25,\n",
       "  20.37,\n",
       "  21.5,\n",
       "  21.25,\n",
       "  20.81,\n",
       "  20.25,\n",
       "  18.62,\n",
       "  19.56,\n",
       "  20.44,\n",
       "  19.69,\n",
       "  19.62,\n",
       "  20.56,\n",
       "  19.69,\n",
       "  20.12,\n",
       "  21.62,\n",
       "  23.0,\n",
       "  21.78,\n",
       "  22.87,\n",
       "  22.17,\n",
       "  22.53,\n",
       "  22.07,\n",
       "  21.59,\n",
       "  20.24,\n",
       "  19.5,\n",
       "  20.87,\n",
       "  20.59,\n",
       "  20.54,\n",
       "  22.04,\n",
       "  21.8,\n",
       "  22.42,\n",
       "  21.44,\n",
       "  20.4,\n",
       "  22.79,\n",
       "  25.72,\n",
       "  25.04,\n",
       "  24.25,\n",
       "  24.03,\n",
       "  24.72,\n",
       "  24.69,\n",
       "  26.2,\n",
       "  25.49,\n",
       "  25.93,\n",
       "  26.59,\n",
       "  24.96,\n",
       "  25.75,\n",
       "  24.96,\n",
       "  24.57,\n",
       "  23.98,\n",
       "  23.0,\n",
       "  22.85,\n",
       "  23.29,\n",
       "  23.18,\n",
       "  24.1,\n",
       "  23.55,\n",
       "  23.53,\n",
       "  23.56,\n",
       "  23.5,\n",
       "  23.23,\n",
       "  23.2,\n",
       "  22.76,\n",
       "  21.47,\n",
       "  19.78,\n",
       "  19.95,\n",
       "  20.89,\n",
       "  20.66,\n",
       "  20.94,\n",
       "  20.73,\n",
       "  21.66,\n",
       "  21.32,\n",
       "  20.04,\n",
       "  20.31,\n",
       "  20.47,\n",
       "  19.88,\n",
       "  20.44,\n",
       "  20.33,\n",
       "  20.19,\n",
       "  21.67,\n",
       "  22.49,\n",
       "  22.26,\n",
       "  23.99,\n",
       "  23.75,\n",
       "  23.34,\n",
       "  23.54,\n",
       "  23.25,\n",
       "  23.9,\n",
       "  23.84,\n",
       "  23.19,\n",
       "  22.03,\n",
       "  22.7,\n",
       "  21.14,\n",
       "  22.54,\n",
       "  24.36,\n",
       "  24.85,\n",
       "  23.96,\n",
       "  25.1,\n",
       "  20.79,\n",
       "  19.96,\n",
       "  19.98,\n",
       "  19.54,\n",
       "  19.09,\n",
       "  18.47,\n",
       "  18.59,\n",
       "  18.96,\n",
       "  18.93,\n",
       "  18.79,\n",
       "  19.06,\n",
       "  19.82,\n",
       "  19.5,\n",
       "  19.13,\n",
       "  19.25,\n",
       "  18.9,\n",
       "  19.05,\n",
       "  19.02,\n",
       "  19.09,\n",
       "  18.73,\n",
       "  18.44,\n",
       "  18.65,\n",
       "  18.07,\n",
       "  18.12,\n",
       "  17.92,\n",
       "  18.21,\n",
       "  17.81,\n",
       "  18.57,\n",
       "  18.92,\n",
       "  18.4,\n",
       "  17.83,\n",
       "  17.83,\n",
       "  18.55,\n",
       "  18.25,\n",
       "  18.55,\n",
       "  17.72,\n",
       "  17.28,\n",
       "  17.37,\n",
       "  16.99,\n",
       "  16.28,\n",
       "  17.02,\n",
       "  15.68,\n",
       "  15.73,\n",
       "  16.45,\n",
       "  15.54,\n",
       "  15.15,\n",
       "  15.51,\n",
       "  15.51,\n",
       "  15.54,\n",
       "  15.05,\n",
       "  14.98,\n",
       "  15.88,\n",
       "  16.14,\n",
       "  16.2,\n",
       "  16.0,\n",
       "  16.82,\n",
       "  17.74,\n",
       "  18.01,\n",
       "  17.99,\n",
       "  18.01,\n",
       "  16.99,\n",
       "  18.0,\n",
       "  18.3,\n",
       "  19.02,\n",
       "  18.14,\n",
       "  18.95,\n",
       "  19.19,\n",
       "  18.67,\n",
       "  17.63,\n",
       "  17.6,\n",
       "  17.56,\n",
       "  18.59,\n",
       "  18.57,\n",
       "  19.07,\n",
       "  19.57,\n",
       "  19.59,\n",
       "  18.71,\n",
       "  18.71,\n",
       "  18.75,\n",
       "  19.37,\n",
       "  19.61,\n",
       "  19.45,\n",
       "  18.97,\n",
       "  20.0,\n",
       "  19.53,\n",
       "  19.68,\n",
       "  19.84,\n",
       "  21.37,\n",
       "  21.0,\n",
       "  20.53,\n",
       "  20.42,\n",
       "  21.3,\n",
       "  21.05,\n",
       "  22.4,\n",
       "  23.76,\n",
       "  22.78,\n",
       "  22.54,\n",
       "  22.54,\n",
       "  21.78,\n",
       "  21.49,\n",
       "  21.0,\n",
       "  20.39,\n",
       "  20.62,\n",
       "  21.01,\n",
       "  21.62,\n",
       "  20.67,\n",
       "  21.0,\n",
       "  21.36,\n",
       "  21.49,\n",
       "  22.07,\n",
       "  22.43,\n",
       "  21.9,\n",
       "  23.3,\n",
       "  23.58,\n",
       "  23.69,\n",
       "  22.9,\n",
       "  22.61,\n",
       "  21.65,\n",
       "  21.23,\n",
       "  21.05,\n",
       "  21.15,\n",
       "  21.7,\n",
       "  20.78,\n",
       "  22.48,\n",
       "  22.17,\n",
       "  21.82,\n",
       "  23.02,\n",
       "  23.21,\n",
       "  23.25,\n",
       "  23.27,\n",
       "  23.07,\n",
       "  24.09,\n",
       "  24.72,\n",
       "  24.41,\n",
       "  25.35,\n",
       "  25.45,\n",
       "  24.67,\n",
       "  24.3,\n",
       "  24.03,\n",
       "  24.98,\n",
       "  24.71,\n",
       "  25.01,\n",
       "  24.6,\n",
       "  23.9,\n",
       "  22.62,\n",
       "  23.13,\n",
       "  21.5,\n",
       "  22.74,\n",
       "  23.81,\n",
       "  23.67,\n",
       "  21.96,\n",
       "  21.7,\n",
       "  23.45,\n",
       "  24.29,\n",
       "  23.53,\n",
       "  24.07,\n",
       "  24.38,\n",
       "  24.66,\n",
       "  25.06,\n",
       "  24.72,\n",
       "  24.49,\n",
       "  24.43,\n",
       "  24.95,\n",
       "  24.74,\n",
       "  24.85,\n",
       "  24.92,\n",
       "  24.27,\n",
       "  24.09,\n",
       "  23.35,\n",
       "  23.46,\n",
       "  23.47,\n",
       "  23.67,\n",
       "  24.46,\n",
       "  24.07,\n",
       "  23.75,\n",
       "  24.9,\n",
       "  24.74,\n",
       "  24.56,\n",
       "  24.1,\n",
       "  24.66,\n",
       "  24.86,\n",
       "  25.06,\n",
       "  25.0,\n",
       "  25.74,\n",
       "  26.11,\n",
       "  25.41,\n",
       "  24.98,\n",
       "  24.53,\n",
       "  24.25,\n",
       "  23.77,\n",
       "  24.12,\n",
       "  23.01,\n",
       "  23.96,\n",
       "  24.27,\n",
       "  23.98,\n",
       "  23.69,\n",
       "  23.51,\n",
       "  22.65,\n",
       "  22.47,\n",
       "  24.37,\n",
       "  24.19,\n",
       "  23.32,\n",
       "  23.94,\n",
       "  25.61,\n",
       "  25.28,\n",
       "  25.21,\n",
       "  25.01,\n",
       "  24.74,\n",
       "  23.46,\n",
       "  24.32,\n",
       "  25.18,\n",
       "  24.15,\n",
       "  23.98,\n",
       "  23.98,\n",
       "  24.2,\n",
       "  23.3,\n",
       "  22.91,\n",
       "  22.78,\n",
       "  22.72,\n",
       "  22.16,\n",
       "  21.4,\n",
       "  21.48,\n",
       "  20.46,\n",
       "  20.09,\n",
       "  19.54,\n",
       "  20.1,\n",
       "  20.54,\n",
       "  20.15,\n",
       "  17.12,\n",
       "  17.11,\n",
       "  16.85,\n",
       "  17.27,\n",
       "  17.14,\n",
       "  16.55,\n",
       "  17.06,\n",
       "  17.72,\n",
       "  17.06,\n",
       "  16.94,\n",
       "  17.55,\n",
       "  18.74,\n",
       "  18.01,\n",
       "  17.53,\n",
       "  17.32,\n",
       "  18.3,\n",
       "  17.51,\n",
       "  18.23,\n",
       "  17.86,\n",
       "  15.63,\n",
       "  14.99,\n",
       "  14.96,\n",
       "  14.92,\n",
       "  14.47,\n",
       "  15.2,\n",
       "  14.36,\n",
       "  14.34,\n",
       "  15.02,\n",
       "  15.43,\n",
       "  15.26,\n",
       "  14.8,\n",
       "  14.45,\n",
       "  13.99,\n",
       "  14.74,\n",
       "  15.03,\n",
       "  15.3,\n",
       "  15.0,\n",
       "  14.99,\n",
       "  14.59,\n",
       "  15.17,\n",
       "  15.61,\n",
       "  15.81,\n",
       "  15.98,\n",
       "  15.91,\n",
       "  16.12,\n",
       "  15.97,\n",
       "  15.73,\n",
       "  15.53,\n",
       "  14.85,\n",
       "  14.7,\n",
       "  14.7,\n",
       "  14.75,\n",
       "  14.05,\n",
       "  14.48,\n",
       "  14.18,\n",
       "  14.38,\n",
       "  14.37,\n",
       "  14.33,\n",
       "  14.29,\n",
       "  14.14,\n",
       "  14.17,\n",
       "  14.5,\n",
       "  14.8,\n",
       "  15.02,\n",
       "  14.58,\n",
       "  14.87,\n",
       "  14.85,\n",
       "  14.64,\n",
       "  14.93,\n",
       "  14.7,\n",
       "  14.72,\n",
       "  14.5,\n",
       "  14.51,\n",
       "  14.17,\n",
       "  14.3,\n",
       "  14.03,\n",
       "  13.77,\n",
       "  13.68,\n",
       "  13.59,\n",
       "  14.11,\n",
       "  14.51,\n",
       "  14.77,\n",
       "  15.16,\n",
       "  14.56,\n",
       "  14.11,\n",
       "  14.34,\n",
       "  14.56,\n",
       "  14.7,\n",
       "  14.88,\n",
       "  14.69,\n",
       "  15.42,\n",
       "  15.61,\n",
       "  15.44,\n",
       "  15.98,\n",
       "  16.07,\n",
       "  16.36,\n",
       "  16.89,\n",
       "  16.9,\n",
       "  17.22,\n",
       "  16.0,\n",
       "  15.84,\n",
       "  15.16,\n",
       "  15.64,\n",
       "  15.59,\n",
       "  16.3,\n",
       "  15.95,\n",
       "  15.65,\n",
       "  15.27,\n",
       "  15.53,\n",
       "  16.35,\n",
       "  16.01,\n",
       "  15.97,\n",
       "  15.41,\n",
       "  15.72,\n",
       "  15.5,\n",
       "  15.18,\n",
       "  15.16,\n",
       "  14.97,\n",
       "  14.63,\n",
       "  14.95,\n",
       "  14.75,\n",
       "  15.28,\n",
       "  15.49,\n",
       "  15.19,\n",
       "  14.79,\n",
       "  14.85,\n",
       "  15.08,\n",
       "  14.57,\n",
       "  14.2,\n",
       "  14.14,\n",
       "  14.49,\n",
       "  14.36,\n",
       "  14.4,\n",
       "  14.06,\n",
       "  14.07,\n",
       "  14.33,\n",
       "  14.8,\n",
       "  14.9,\n",
       "  14.9,\n",
       "  14.85,\n",
       "  14.55,\n",
       "  14.68,\n",
       "  14.72,\n",
       "  14.63,\n",
       "  14.61,\n",
       "  14.43,\n",
       "  14.62,\n",
       "  14.1,\n",
       "  14.02,\n",
       "  13.88,\n",
       "  14.17,\n",
       "  13.8,\n",
       "  14.13,\n",
       "  14.58,\n",
       "  14.93,\n",
       "  14.32,\n",
       "  14.36,\n",
       "  14.66,\n",
       "  14.6,\n",
       "  14.45,\n",
       "  14.43,\n",
       "  14.15,\n",
       "  14.35,\n",
       "  14.35,\n",
       "  14.39,\n",
       "  14.54,\n",
       "  14.67,\n",
       "  15.27,\n",
       "  14.85,\n",
       "  14.77,\n",
       "  15.0,\n",
       "  14.74,\n",
       "  15.02,\n",
       "  14.5,\n",
       "  14.86,\n",
       "  15.01,\n",
       "  14.65,\n",
       "  14.56,\n",
       "  14.62,\n",
       "  14.56,\n",
       "  14.53,\n",
       "  14.37,\n",
       "  14.23,\n",
       "  14.22,\n",
       "  14.72,\n",
       "  14.78,\n",
       "  15.01,\n",
       "  15.0,\n",
       "  14.95,\n",
       "  14.91,\n",
       "  15.0,\n",
       "  14.37,\n",
       "  14.55,\n",
       "  14.41,\n",
       "  14.49,\n",
       "  14.57,\n",
       "  14.14,\n",
       "  14.16,\n",
       "  14.6,\n",
       "  14.46,\n",
       "  14.41,\n",
       "  14.49,\n",
       "  14.45,\n",
       "  14.19,\n",
       "  14.37,\n",
       "  13.2,\n",
       "  13.58,\n",
       "  13.39,\n",
       "  13.24,\n",
       "  13.12,\n",
       "  13.14,\n",
       "  13.51,\n",
       "  13.58,\n",
       "  13.44,\n",
       "  13.35,\n",
       "  13.86,\n",
       "  14.06,\n",
       "  14.22,\n",
       "  14.36,\n",
       "  14.45,\n",
       "  16.09,\n",
       "  17.5,\n",
       "  17.65,\n",
       "  18.0,\n",
       "  18.3,\n",
       "  18.56,\n",
       "  18.67,\n",
       "  18.55,\n",
       "  18.73,\n",
       "  18.8,\n",
       "  18.1,\n",
       "  17.79,\n",
       "  17.85,\n",
       "  18.24,\n",
       "  18.32,\n",
       "  18.88,\n",
       "  18.28,\n",
       "  18.1,\n",
       "  17.95,\n",
       "  17.45,\n",
       "  17.31,\n",
       "  17.6,\n",
       "  17.64,\n",
       "  17.15,\n",
       "  16.79,\n",
       "  17.18,\n",
       "  17.45,\n",
       "  17.77,\n",
       "  17.42,\n",
       "  18.27,\n",
       "  18.19,\n",
       "  19.12,\n",
       "  19.14,\n",
       "  19.2,\n",
       "  19.06,\n",
       "  18.78,\n",
       "  19.09,\n",
       "  19.29,\n",
       "  18.73,\n",
       "  19.06,\n",
       "  19.09,\n",
       "  19.27,\n",
       "  19.13,\n",
       "  19.87,\n",
       "  20.4,\n",
       "  19.89,\n",
       "  19.58,\n",
       "  19.85,\n",
       "  19.9,\n",
       "  19.61,\n",
       "  19.87,\n",
       "  20.9,\n",
       "  20.86,\n",
       "  20.61,\n",
       "  20.8,\n",
       "  20.79,\n",
       "  20.51,\n",
       "  21.54,\n",
       "  20.99,\n",
       "  20.72,\n",
       "  20.28,\n",
       "  21.08,\n",
       "  20.73,\n",
       "  21.21,\n",
       "  20.38,\n",
       "  19.63,\n",
       "  19.93,\n",
       "  19.64,\n",
       "  19.66,\n",
       "  19.7,\n",
       "  20.18,\n",
       "  19.97,\n",
       "  19.71,\n",
       "  20.34,\n",
       "  20.32,\n",
       "  21.01,\n",
       "  21.68,\n",
       "  20.88,\n",
       "  20.86,\n",
       "  21.05,\n",
       "  21.48,\n",
       "  22.19,\n",
       "  22.61,\n",
       "  22.85,\n",
       "  22.95,\n",
       "  22.83,\n",
       "  22.5,\n",
       "  22.74,\n",
       "  22.37,\n",
       "  22.18,\n",
       "  22.56,\n",
       "  23.1,\n",
       "  22.21,\n",
       "  22.36,\n",
       "  22.12,\n",
       "  22.88,\n",
       "  22.58,\n",
       "  22.08,\n",
       "  22.43,\n",
       "  21.32,\n",
       "  20.43,\n",
       "  20.69,\n",
       "  21.3,\n",
       "  20.72,\n",
       "  20.79,\n",
       "  20.57,\n",
       "  21.69,\n",
       "  22.29,\n",
       "  23.22,\n",
       "  23.06,\n",
       "  23.45,\n",
       "  23.68,\n",
       "  24.35,\n",
       "  24.55,\n",
       "  24.82,\n",
       "  23.25,\n",
       "  22.75,\n",
       "  23.22,\n",
       "  23.18,\n",
       "  22.76,\n",
       "  22.99,\n",
       "  22.6,\n",
       "  22.6,\n",
       "  23.72,\n",
       "  23.69,\n",
       "  23.09,\n",
       "  22.89,\n",
       "  23.15,\n",
       "  22.91,\n",
       "  23.03,\n",
       "  23.12,\n",
       "  22.5,\n",
       "  21.9,\n",
       "  21.54,\n",
       "  22.33,\n",
       "  22.42,\n",
       "  21.46,\n",
       "  21.13,\n",
       "  20.41,\n",
       "  20.42,\n",
       "  20.38,\n",
       "  20.28,\n",
       "  21.15,\n",
       "  20.68,\n",
       "  20.72,\n",
       "  20.91,\n",
       "  21.71,\n",
       "  21.54,\n",
       "  21.03,\n",
       "  21.15,\n",
       "  20.85,\n",
       "  21.05,\n",
       "  20.45,\n",
       "  20.38,\n",
       "  21.21,\n",
       "  20.89,\n",
       "  20.17,\n",
       "  20.12,\n",
       "  19.88,\n",
       "  20.04,\n",
       "  19.7,\n",
       "  19.85,\n",
       "  19.81,\n",
       "  20.41,\n",
       "  20.78,\n",
       "  21.15,\n",
       "  21.28,\n",
       "  21.37,\n",
       "  21.28,\n",
       "  22.17,\n",
       "  22.09,\n",
       "  22.59,\n",
       "  23.36,\n",
       "  23.0,\n",
       "  23.73,\n",
       "  24.12,\n",
       "  24.2,\n",
       "  22.85,\n",
       "  22.72,\n",
       "  22.73,\n",
       "  22.61,\n",
       "  22.18,\n",
       "  22.56,\n",
       "  23.01,\n",
       "  23.07,\n",
       "  22.52,\n",
       "  22.68,\n",
       "  22.56,\n",
       "  22.32,\n",
       "  22.26,\n",
       "  21.79,\n",
       "  22.42,\n",
       "  22.71,\n",
       "  22.67,\n",
       "  22.98,\n",
       "  23.8,\n",
       "  23.73,\n",
       "  23.0,\n",
       "  23.16,\n",
       "  23.26,\n",
       "  22.47,\n",
       "  22.4,\n",
       "  22.19,\n",
       "  22.36,\n",
       "  ...],\n",
       " 'volume': [38478000,\n",
       "  11136800,\n",
       "  11565200,\n",
       "  7520000,\n",
       "  9767600,\n",
       "  9690800,\n",
       "  9884400,\n",
       "  8900800,\n",
       "  10864400,\n",
       "  15321200,\n",
       "  15845200,\n",
       "  13516800,\n",
       "  10902400,\n",
       "  7316400,\n",
       "  18729200,\n",
       "  20288800,\n",
       "  20098000,\n",
       "  15962000,\n",
       "  9976800,\n",
       "  7253600,\n",
       "  8568800,\n",
       "  14800000,\n",
       "  14457600,\n",
       "  11742400,\n",
       "  23596400,\n",
       "  16359200,\n",
       "  9290800,\n",
       "  8668800,\n",
       "  7592400,\n",
       "  19368000,\n",
       "  33618800,\n",
       "  18923600,\n",
       "  23845600,\n",
       "  14642400,\n",
       "  13962400,\n",
       "  18586400,\n",
       "  25806800,\n",
       "  15845600,\n",
       "  14002400,\n",
       "  13117600,\n",
       "  11678000,\n",
       "  8932400,\n",
       "  8100000,\n",
       "  8446400,\n",
       "  17500000,\n",
       "  14284400,\n",
       "  10160000,\n",
       "  6605600,\n",
       "  11685600,\n",
       "  19127600,\n",
       "  17852400,\n",
       "  10962000,\n",
       "  24252000,\n",
       "  15736400,\n",
       "  14227600,\n",
       "  13365600,\n",
       "  26459200,\n",
       "  26995200,\n",
       "  18488000,\n",
       "  24248000,\n",
       "  14530800,\n",
       "  6486400,\n",
       "  25481200,\n",
       "  15483600,\n",
       "  32280000,\n",
       "  28336400,\n",
       "  11582000,\n",
       "  18771200,\n",
       "  12056800,\n",
       "  8540800,\n",
       "  9020000,\n",
       "  10374400,\n",
       "  12570000,\n",
       "  9925200,\n",
       "  8898800,\n",
       "  10842400,\n",
       "  14089200,\n",
       "  17922000,\n",
       "  17500000,\n",
       "  16706200,\n",
       "  7320400,\n",
       "  6631000,\n",
       "  7270600,\n",
       "  10235000,\n",
       "  7281200,\n",
       "  11550000,\n",
       "  2535000,\n",
       "  9478800,\n",
       "  11063800,\n",
       "  9422600,\n",
       "  14211000,\n",
       "  12783200,\n",
       "  8057600,\n",
       "  15925600,\n",
       "  6804400,\n",
       "  9289000,\n",
       "  11378200,\n",
       "  16359600,\n",
       "  16631800,\n",
       "  7013200,\n",
       "  14720600,\n",
       "  7567200,\n",
       "  7526200,\n",
       "  10543800,\n",
       "  8505400,\n",
       "  5550000,\n",
       "  4904600,\n",
       "  5808800,\n",
       "  12150000,\n",
       "  9406800,\n",
       "  6697200,\n",
       "  6315400,\n",
       "  13569000,\n",
       "  8995400,\n",
       "  8503200,\n",
       "  5603400,\n",
       "  4089000,\n",
       "  5137600,\n",
       "  9683400,\n",
       "  6798800,\n",
       "  4803800,\n",
       "  9889000,\n",
       "  8470400,\n",
       "  11109400,\n",
       "  11947800,\n",
       "  12822600,\n",
       "  9546200,\n",
       "  10199600,\n",
       "  14988800,\n",
       "  9181800,\n",
       "  10669000,\n",
       "  12700400,\n",
       "  7770400,\n",
       "  6984400,\n",
       "  6699000,\n",
       "  6722200,\n",
       "  10932600,\n",
       "  15241800,\n",
       "  14095400,\n",
       "  15163200,\n",
       "  9706200,\n",
       "  8121600,\n",
       "  18238400,\n",
       "  25961200,\n",
       "  15564000,\n",
       "  10396600,\n",
       "  14370000,\n",
       "  34988200,\n",
       "  265069000,\n",
       "  86610600,\n",
       "  72795600,\n",
       "  52368200,\n",
       "  31189400,\n",
       "  21881000,\n",
       "  21342600,\n",
       "  24683400,\n",
       "  42801200,\n",
       "  42548200,\n",
       "  44564000,\n",
       "  29298800,\n",
       "  21495600,\n",
       "  29803800,\n",
       "  53818200,\n",
       "  28270400,\n",
       "  19694000,\n",
       "  28736200,\n",
       "  23720600,\n",
       "  25780600,\n",
       "  26594600,\n",
       "  22832800,\n",
       "  31649000,\n",
       "  20553800,\n",
       "  21105400,\n",
       "  18423400,\n",
       "  14060000,\n",
       "  10786800,\n",
       "  15082800,\n",
       "  17035400,\n",
       "  15080600,\n",
       "  15423200,\n",
       "  14611200,\n",
       "  10086600,\n",
       "  8554000,\n",
       "  15943400,\n",
       "  14581600,\n",
       "  10786200,\n",
       "  10029600,\n",
       "  5751800,\n",
       "  9244000,\n",
       "  9618200,\n",
       "  17586200,\n",
       "  28922200,\n",
       "  13783800,\n",
       "  13273400,\n",
       "  21932200,\n",
       "  49092400,\n",
       "  14606600,\n",
       "  15568200,\n",
       "  11884000,\n",
       "  13803400,\n",
       "  12327200,\n",
       "  9406600,\n",
       "  18363800,\n",
       "  11645000,\n",
       "  13367200,\n",
       "  20196200,\n",
       "  13102600,\n",
       "  11369600,\n",
       "  7745400,\n",
       "  11626000,\n",
       "  10910000,\n",
       "  22518800,\n",
       "  16161800,\n",
       "  29181800,\n",
       "  26411000,\n",
       "  14731000,\n",
       "  13350000,\n",
       "  21040600,\n",
       "  20743400,\n",
       "  28707600,\n",
       "  15121000,\n",
       "  10940000,\n",
       "  30037600,\n",
       "  43822800,\n",
       "  27748200,\n",
       "  18551600,\n",
       "  31418400,\n",
       "  25616200,\n",
       "  17495000,\n",
       "  17245600,\n",
       "  30562800,\n",
       "  24734600,\n",
       "  26106000,\n",
       "  13205400,\n",
       "  15263400,\n",
       "  10228800,\n",
       "  16528400,\n",
       "  14071600,\n",
       "  21585000,\n",
       "  21082600,\n",
       "  9795600,\n",
       "  8470600,\n",
       "  11040000,\n",
       "  11123200,\n",
       "  9428400,\n",
       "  11249600,\n",
       "  13947800,\n",
       "  15431200,\n",
       "  10503800,\n",
       "  7380000,\n",
       "  12451000,\n",
       "  18157600,\n",
       "  11803400,\n",
       "  14511200,\n",
       "  11587600,\n",
       "  26144600,\n",
       "  14985600,\n",
       "  7325600,\n",
       "  10685400,\n",
       "  13967800,\n",
       "  15840600,\n",
       "  17065400,\n",
       "  18906600,\n",
       "  16806600,\n",
       "  12722800,\n",
       "  17833800,\n",
       "  13265400,\n",
       "  25839000,\n",
       "  33749400,\n",
       "  26230400,\n",
       "  19422200,\n",
       "  20880800,\n",
       "  21895200,\n",
       "  14298200,\n",
       "  12175400,\n",
       "  13167400,\n",
       "  24481600,\n",
       "  15955800,\n",
       "  11603200,\n",
       "  9520800,\n",
       "  16334800,\n",
       "  11932000,\n",
       "  10676200,\n",
       "  10186600,\n",
       "  24471400,\n",
       "  39315800,\n",
       "  66916800,\n",
       "  24764400,\n",
       "  19340200,\n",
       "  13469200,\n",
       "  11813600,\n",
       "  28560600,\n",
       "  16179000,\n",
       "  17670600,\n",
       "  15259000,\n",
       "  13161600,\n",
       "  10769400,\n",
       "  10037600,\n",
       "  9876800,\n",
       "  11265600,\n",
       "  11603200,\n",
       "  10320600,\n",
       "  7251600,\n",
       "  11043600,\n",
       "  8465200,\n",
       "  11511800,\n",
       "  11861400,\n",
       "  5680400,\n",
       "  16464200,\n",
       "  14747000,\n",
       "  10037200,\n",
       "  9705600,\n",
       "  5669400,\n",
       "  18428200,\n",
       "  27752800,\n",
       "  15817600,\n",
       "  16288400,\n",
       "  10068600,\n",
       "  16849800,\n",
       "  7970600,\n",
       "  11613600,\n",
       "  12236600,\n",
       "  10500000,\n",
       "  10849800,\n",
       "  18267400,\n",
       "  10619600,\n",
       "  16236600,\n",
       "  12354000,\n",
       "  11467400,\n",
       "  15415000,\n",
       "  12190400,\n",
       "  10215200,\n",
       "  15698200,\n",
       "  9742200,\n",
       "  13361800,\n",
       "  12443200,\n",
       "  18406800,\n",
       "  8216000,\n",
       "  4019400,\n",
       "  5439000,\n",
       "  10818600,\n",
       "  12052400,\n",
       "  14116800,\n",
       "  16803800,\n",
       "  21957200,\n",
       "  16240800,\n",
       "  9952400,\n",
       "  23136800,\n",
       "  40607600,\n",
       "  30755000,\n",
       "  15878000,\n",
       "  8620000,\n",
       "  12442000,\n",
       "  15852800,\n",
       "  13183600,\n",
       "  11933400,\n",
       "  8691400,\n",
       "  8393800,\n",
       "  10862000,\n",
       "  9003200,\n",
       "  6644800,\n",
       "  3559000,\n",
       "  6019600,\n",
       "  9863200,\n",
       "  7166600,\n",
       "  6677200,\n",
       "  5285600,\n",
       "  8176800,\n",
       "  10331400,\n",
       "  10289000,\n",
       "  7443800,\n",
       "  9010800,\n",
       "  6632200,\n",
       "  6213400,\n",
       "  7752800,\n",
       "  10369000,\n",
       "  6273000,\n",
       "  6133400,\n",
       "  8570400,\n",
       "  13167600,\n",
       "  7746600,\n",
       "  12436200,\n",
       "  12859200,\n",
       "  10084600,\n",
       "  8636800,\n",
       "  11030200,\n",
       "  16357400,\n",
       "  11682200,\n",
       "  13332800,\n",
       "  14684800,\n",
       "  20375600,\n",
       "  10519200,\n",
       "  13371600,\n",
       "  17635600,\n",
       "  11508600,\n",
       "  13039600,\n",
       "  7436000,\n",
       "  8424400,\n",
       "  24394400,\n",
       "  14325800,\n",
       "  12238800,\n",
       "  7428000,\n",
       "  6215200,\n",
       "  10991400,\n",
       "  11934400,\n",
       "  10279000,\n",
       "  11384000,\n",
       "  7248200,\n",
       "  10197800,\n",
       "  21877600,\n",
       "  5956800,\n",
       "  13997800,\n",
       "  24463600,\n",
       "  13372400,\n",
       "  9105400,\n",
       "  9963000,\n",
       "  8542200,\n",
       "  9884400,\n",
       "  9776800,\n",
       "  11178400,\n",
       "  7043000,\n",
       "  8421200,\n",
       "  11286400,\n",
       "  13678200,\n",
       "  12219400,\n",
       "  4796200,\n",
       "  7196400,\n",
       "  8024000,\n",
       "  7898200,\n",
       "  7608200,\n",
       "  8238000,\n",
       "  11878200,\n",
       "  9878000,\n",
       "  7199400,\n",
       "  2143000,\n",
       "  16453200,\n",
       "  9591200,\n",
       "  8950400,\n",
       "  7241600,\n",
       "  10854000,\n",
       "  6470200,\n",
       "  13586400,\n",
       "  20306400,\n",
       "  12104800,\n",
       "  7268400,\n",
       "  6071800,\n",
       "  7338400,\n",
       "  6873600,\n",
       "  7065800,\n",
       "  6781600,\n",
       "  6204000,\n",
       "  8401400,\n",
       "  10355600,\n",
       "  7888000,\n",
       "  9154800,\n",
       "  1808200,\n",
       "  5228600,\n",
       "  6839600,\n",
       "  10683000,\n",
       "  4920800,\n",
       "  18910600,\n",
       "  21857400,\n",
       "  14642000,\n",
       "  15878000,\n",
       "  16072800,\n",
       "  11708400,\n",
       "  16169200,\n",
       "  12457200,\n",
       "  14857000,\n",
       "  10368600,\n",
       "  20246200,\n",
       "  23592000,\n",
       "  12100400,\n",
       "  11689800,\n",
       "  15831400,\n",
       "  12285800,\n",
       "  6639800,\n",
       "  6658800,\n",
       "  8583000,\n",
       "  16842000,\n",
       "  16730200,\n",
       "  14225200,\n",
       "  18656200,\n",
       "  16317400,\n",
       "  21342000,\n",
       "  12422600,\n",
       "  12690400,\n",
       "  14235800,\n",
       "  8010000,\n",
       "  11174000,\n",
       "  9291800,\n",
       "  9292400,\n",
       "  13937800,\n",
       "  10194400,\n",
       "  15955400,\n",
       "  14517000,\n",
       "  15244600,\n",
       "  9290400,\n",
       "  36791400,\n",
       "  16319200,\n",
       "  12464000,\n",
       "  12437800,\n",
       "  9810800,\n",
       "  8078800,\n",
       "  9223200,\n",
       "  9634800,\n",
       "  9385200,\n",
       "  9073400,\n",
       "  7170200,\n",
       "  7760600,\n",
       "  8603600,\n",
       "  10877000,\n",
       "  8655200,\n",
       "  10511400,\n",
       "  22012600,\n",
       "  7221200,\n",
       "  9386800,\n",
       "  9208600,\n",
       "  4560800,\n",
       "  3873400,\n",
       "  7108800,\n",
       "  7278400,\n",
       "  7661800,\n",
       "  12089200,\n",
       "  9941000,\n",
       "  9339800,\n",
       "  6840400,\n",
       "  8035000,\n",
       "  14544800,\n",
       "  11437200,\n",
       "  10691800,\n",
       "  21949200,\n",
       "  14151800,\n",
       "  14346800,\n",
       "  13407400,\n",
       "  9622400,\n",
       "  8338200,\n",
       "  5016000,\n",
       "  6935800,\n",
       "  10892200,\n",
       "  9724600,\n",
       "  10034400,\n",
       "  7668000,\n",
       "  8548000,\n",
       "  8242200,\n",
       "  8916600,\n",
       "  8669600,\n",
       "  15595800,\n",
       "  8022000,\n",
       "  8407000,\n",
       "  9486000,\n",
       "  18803800,\n",
       "  11993800,\n",
       "  8109000,\n",
       "  8446200,\n",
       "  9639800,\n",
       "  10035400,\n",
       "  10388400,\n",
       "  13192800,\n",
       "  5934800,\n",
       "  5347000,\n",
       "  7921200,\n",
       "  7013400,\n",
       "  13053400,\n",
       "  8396800,\n",
       "  12422200,\n",
       "  9895800,\n",
       "  9285600,\n",
       "  21870600,\n",
       "  9913400,\n",
       "  12482000,\n",
       "  18882800,\n",
       "  12574400,\n",
       "  15175000,\n",
       "  11593200,\n",
       "  12620000,\n",
       "  61052400,\n",
       "  14165600,\n",
       "  15899200,\n",
       "  15426200,\n",
       "  10757200,\n",
       "  19962600,\n",
       "  8987800,\n",
       "  9637800,\n",
       "  7953200,\n",
       "  10899600,\n",
       "  7108200,\n",
       "  5773200,\n",
       "  7543000,\n",
       "  8098200,\n",
       "  7388600,\n",
       "  13345600,\n",
       "  15839000,\n",
       "  10571200,\n",
       "  15956000,\n",
       "  43410200,\n",
       "  19980800,\n",
       "  13757400,\n",
       "  15389200,\n",
       "  14281800,\n",
       "  14521200,\n",
       "  17119800,\n",
       "  7418000,\n",
       "  9820000,\n",
       "  12672800,\n",
       "  11096400,\n",
       "  8177000,\n",
       "  6395000,\n",
       "  7286600,\n",
       "  9716200,\n",
       "  11909800,\n",
       "  8119600,\n",
       "  7347000,\n",
       "  6420200,\n",
       "  9638200,\n",
       "  14253000,\n",
       "  11502800,\n",
       "  8758000,\n",
       "  7734200,\n",
       "  6665200,\n",
       "  7229600,\n",
       "  9225400,\n",
       "  5830200,\n",
       "  6784600,\n",
       "  9365400,\n",
       "  8856200,\n",
       "  5863200,\n",
       "  6911400,\n",
       "  9890600,\n",
       "  15023600,\n",
       "  8077800,\n",
       "  6485400,\n",
       "  5651600,\n",
       "  8909600,\n",
       "  7229000,\n",
       "  9636800,\n",
       "  10105400,\n",
       "  10237200,\n",
       "  15285600,\n",
       "  11737200,\n",
       "  7355200,\n",
       "  12599600,\n",
       "  9418200,\n",
       "  8952200,\n",
       "  9095800,\n",
       "  7451600,\n",
       "  7362600,\n",
       "  8489200,\n",
       "  12229400,\n",
       "  8191000,\n",
       "  7782000,\n",
       "  6815200,\n",
       "  8739200,\n",
       "  16201600,\n",
       "  12738800,\n",
       "  11484800,\n",
       "  10524200,\n",
       "  6943000,\n",
       "  14482800,\n",
       "  10986600,\n",
       "  16760600,\n",
       "  10296400,\n",
       "  8518600,\n",
       "  7791000,\n",
       "  7465600,\n",
       "  6241000,\n",
       "  9966800,\n",
       "  12475000,\n",
       "  9256400,\n",
       "  9667000,\n",
       "  10565600,\n",
       "  6779600,\n",
       "  13457800,\n",
       "  7524800,\n",
       "  7728200,\n",
       "  12006400,\n",
       "  6788000,\n",
       "  5463400,\n",
       "  7992600,\n",
       "  8276400,\n",
       "  5061200,\n",
       "  5749800,\n",
       "  5877800,\n",
       "  7534000,\n",
       "  7455000,\n",
       "  14945800,\n",
       "  8137800,\n",
       "  7122400,\n",
       "  8580800,\n",
       "  10242800,\n",
       "  5122600,\n",
       "  14240800,\n",
       "  8138200,\n",
       "  11634200,\n",
       "  8692800,\n",
       "  8762800,\n",
       "  8431600,\n",
       "  11021800,\n",
       "  9053600,\n",
       "  5333600,\n",
       "  5885000,\n",
       "  8986600,\n",
       "  7952200,\n",
       "  5382200,\n",
       "  12411400,\n",
       "  11360600,\n",
       "  4493800,\n",
       "  1405000,\n",
       "  3050800,\n",
       "  2858400,\n",
       "  5537200,\n",
       "  7168800,\n",
       "  6479600,\n",
       "  5266200,\n",
       "  13947600,\n",
       "  12226600,\n",
       "  8201600,\n",
       "  7687600,\n",
       "  6253600,\n",
       "  6390800,\n",
       "  6673600,\n",
       "  13254600,\n",
       "  19966800,\n",
       "  9527200,\n",
       "  9052000,\n",
       "  7683600,\n",
       "  8152000,\n",
       "  10909600,\n",
       "  13978800,\n",
       "  10223400,\n",
       "  13323000,\n",
       "  14537800,\n",
       "  12186600,\n",
       "  9456600,\n",
       "  11336200,\n",
       "  7914800,\n",
       "  6398200,\n",
       "  9632200,\n",
       "  5996000,\n",
       "  5885000,\n",
       "  8167400,\n",
       "  7446200,\n",
       "  8689200,\n",
       "  10389200,\n",
       "  8584600,\n",
       "  8012600,\n",
       "  5623000,\n",
       "  6437600,\n",
       "  6737200,\n",
       "  7753400,\n",
       "  5512200,\n",
       "  6967800,\n",
       "  7277200,\n",
       "  4514800,\n",
       "  4524400,\n",
       "  3566400,\n",
       "  7178000,\n",
       "  4806200,\n",
       "  5756800,\n",
       "  7948600,\n",
       "  11980200,\n",
       "  5467800,\n",
       "  14282600,\n",
       "  8213600,\n",
       "  5047000,\n",
       "  5827800,\n",
       "  10641000,\n",
       "  5753600,\n",
       "  5989200,\n",
       "  6369400,\n",
       "  4371200,\n",
       "  5189400,\n",
       "  9166400,\n",
       "  5512200,\n",
       "  6120400,\n",
       "  5204000,\n",
       "  5215000,\n",
       "  7030800,\n",
       "  4604800,\n",
       "  5240200,\n",
       "  3825000,\n",
       "  49739600,\n",
       "  17962800,\n",
       "  10856000,\n",
       "  36292000,\n",
       "  22009200,\n",
       "  5440000,\n",
       "  10734600,\n",
       "  7488600,\n",
       "  11611000,\n",
       "  7332800,\n",
       "  22742800,\n",
       "  16365600,\n",
       "  16363400,\n",
       "  12241400,\n",
       "  11470800,\n",
       "  55561000,\n",
       "  54089000,\n",
       "  37656400,\n",
       "  24562000,\n",
       "  21013800,\n",
       "  14977600,\n",
       "  15957000,\n",
       "  12696000,\n",
       "  10178400,\n",
       "  12201000,\n",
       "  15924600,\n",
       "  14865000,\n",
       "  10893200,\n",
       "  6373600,\n",
       "  7382800,\n",
       "  10361800,\n",
       "  12131400,\n",
       "  11920200,\n",
       "  13669600,\n",
       "  14949600,\n",
       "  12887800,\n",
       "  9685800,\n",
       "  7339200,\n",
       "  8621000,\n",
       "  9284000,\n",
       "  6308800,\n",
       "  8039800,\n",
       "  9021000,\n",
       "  6830200,\n",
       "  8518800,\n",
       "  6338000,\n",
       "  16249400,\n",
       "  13626000,\n",
       "  12733800,\n",
       "  10977200,\n",
       "  18370800,\n",
       "  11779000,\n",
       "  5775200,\n",
       "  13064000,\n",
       "  7934000,\n",
       "  6464000,\n",
       "  11617800,\n",
       "  4920400,\n",
       "  10224000,\n",
       "  9169200,\n",
       "  7630200,\n",
       "  6104800,\n",
       "  4887800,\n",
       "  6728800,\n",
       "  7380200,\n",
       "  8961800,\n",
       "  26829000,\n",
       "  10672800,\n",
       "  6564600,\n",
       "  7086600,\n",
       "  5108400,\n",
       "  8187000,\n",
       "  7738800,\n",
       "  6084200,\n",
       "  7040000,\n",
       "  6199800,\n",
       "  10766600,\n",
       "  5343000,\n",
       "  8218400,\n",
       "  8908600,\n",
       "  8766600,\n",
       "  6227800,\n",
       "  4916400,\n",
       "  4901000,\n",
       "  5872800,\n",
       "  10146400,\n",
       "  6885000,\n",
       "  4495200,\n",
       "  6884800,\n",
       "  4774600,\n",
       "  9757600,\n",
       "  9118800,\n",
       "  8938000,\n",
       "  4920800,\n",
       "  5891400,\n",
       "  8060800,\n",
       "  11415200,\n",
       "  9398400,\n",
       "  8647600,\n",
       "  9601000,\n",
       "  7135000,\n",
       "  8576200,\n",
       "  5973000,\n",
       "  6441800,\n",
       "  8031800,\n",
       "  7631600,\n",
       "  6428200,\n",
       "  8101600,\n",
       "  9607400,\n",
       "  10335600,\n",
       "  9032400,\n",
       "  7355600,\n",
       "  6422200,\n",
       "  4730400,\n",
       "  10760200,\n",
       "  20513600,\n",
       "  12401800,\n",
       "  13060800,\n",
       "  10193800,\n",
       "  8432600,\n",
       "  7287800,\n",
       "  10700000,\n",
       "  9583200,\n",
       "  14934800,\n",
       "  15309600,\n",
       "  12419600,\n",
       "  6244200,\n",
       "  9995200,\n",
       "  9836400,\n",
       "  21789400,\n",
       "  34845800,\n",
       "  12850400,\n",
       "  9969000,\n",
       "  6302200,\n",
       "  5771400,\n",
       "  5900400,\n",
       "  7852000,\n",
       "  5786200,\n",
       "  8989800,\n",
       "  9538600,\n",
       "  9305600,\n",
       "  7791200,\n",
       "  10815800,\n",
       "  8901200,\n",
       "  11516800,\n",
       "  14181200,\n",
       "  7505200,\n",
       "  8367000,\n",
       "  7681200,\n",
       "  10714400,\n",
       "  7599000,\n",
       "  8466000,\n",
       "  8152000,\n",
       "  9542600,\n",
       "  12306600,\n",
       "  8556800,\n",
       "  8637000,\n",
       "  13636600,\n",
       "  9594800,\n",
       "  8754600,\n",
       "  2717800,\n",
       "  12912000,\n",
       "  7332000,\n",
       "  6832000,\n",
       "  6355000,\n",
       "  6649200,\n",
       "  5294200,\n",
       "  4826600,\n",
       "  9690600,\n",
       "  6540600,\n",
       "  6881200,\n",
       "  13889600,\n",
       "  13355600,\n",
       "  9795000,\n",
       "  11818400,\n",
       "  16198600,\n",
       "  13466600,\n",
       "  11017800,\n",
       "  6338400,\n",
       "  3703400,\n",
       "  8337800,\n",
       "  7316200,\n",
       "  6230400,\n",
       "  5165800,\n",
       "  14107800,\n",
       "  18191000,\n",
       "  20959800,\n",
       "  16439400,\n",
       "  15266400,\n",
       "  17412400,\n",
       "  24250600,\n",
       "  22144400,\n",
       "  36364600,\n",
       "  13315000,\n",
       "  11283800,\n",
       "  8095000,\n",
       "  7321600,\n",
       "  8113200,\n",
       "  9688200,\n",
       "  10966800,\n",
       "  9835800,\n",
       "  7596400,\n",
       "  6617800,\n",
       "  10265400,\n",
       "  6457600,\n",
       "  10912600,\n",
       "  12601600,\n",
       "  6905000,\n",
       "  6723600,\n",
       "  9119400,\n",
       "  12448000,\n",
       "  6571000,\n",
       "  11285000,\n",
       "  6105600,\n",
       "  5058400,\n",
       "  11538600,\n",
       "  9914400,\n",
       "  6931400,\n",
       "  9252000,\n",
       "  ...],\n",
       " 'adj_close': [31.68,\n",
       "  29.66,\n",
       "  31.12,\n",
       "  30.56,\n",
       "  29.87,\n",
       "  29.66,\n",
       "  29.72,\n",
       "  30.57,\n",
       "  29.5,\n",
       "  27.78,\n",
       "  28.26,\n",
       "  29.56,\n",
       "  30.39,\n",
       "  29.91,\n",
       "  32.81,\n",
       "  35.06,\n",
       "  34.36,\n",
       "  33.72,\n",
       "  33.93,\n",
       "  33.83,\n",
       "  33.05,\n",
       "  30.57,\n",
       "  33.02,\n",
       "  32.41,\n",
       "  30.95,\n",
       "  31.7,\n",
       "  30.44,\n",
       "  32.03,\n",
       "  30.39,\n",
       "  29.04,\n",
       "  26.56,\n",
       "  27.67,\n",
       "  27.2,\n",
       "  30.12,\n",
       "  30.85,\n",
       "  29.45,\n",
       "  28.9,\n",
       "  29.3,\n",
       "  31.2,\n",
       "  29.5,\n",
       "  30.82,\n",
       "  30.16,\n",
       "  30.22,\n",
       "  28.66,\n",
       "  27.98,\n",
       "  26.91,\n",
       "  27.5,\n",
       "  26.77,\n",
       "  25.64,\n",
       "  24.15,\n",
       "  25.0,\n",
       "  26.17,\n",
       "  24.56,\n",
       "  25.7,\n",
       "  24.65,\n",
       "  24.5,\n",
       "  22.85,\n",
       "  21.87,\n",
       "  20.86,\n",
       "  21.32,\n",
       "  21.22,\n",
       "  21.0,\n",
       "  21.29,\n",
       "  20.42,\n",
       "  21.67,\n",
       "  22.5,\n",
       "  22.2,\n",
       "  22.58,\n",
       "  23.48,\n",
       "  23.05,\n",
       "  23.28,\n",
       "  22.17,\n",
       "  22.98,\n",
       "  21.99,\n",
       "  22.46,\n",
       "  22.17,\n",
       "  23.49,\n",
       "  24.62,\n",
       "  27.05,\n",
       "  26.14,\n",
       "  25.14,\n",
       "  26.32,\n",
       "  25.16,\n",
       "  26.47,\n",
       "  24.92,\n",
       "  25.47,\n",
       "  25.92,\n",
       "  25.11,\n",
       "  25.19,\n",
       "  26.47,\n",
       "  27.78,\n",
       "  27.69,\n",
       "  28.63,\n",
       "  27.47,\n",
       "  28.05,\n",
       "  28.35,\n",
       "  27.84,\n",
       "  25.62,\n",
       "  26.81,\n",
       "  26.04,\n",
       "  23.68,\n",
       "  24.34,\n",
       "  24.34,\n",
       "  25.29,\n",
       "  23.49,\n",
       "  24.71,\n",
       "  23.98,\n",
       "  22.98,\n",
       "  23.34,\n",
       "  23.04,\n",
       "  23.31,\n",
       "  22.73,\n",
       "  23.1,\n",
       "  23.13,\n",
       "  23.19,\n",
       "  22.88,\n",
       "  22.7,\n",
       "  23.58,\n",
       "  25.01,\n",
       "  24.31,\n",
       "  24.56,\n",
       "  25.14,\n",
       "  26.41,\n",
       "  27.28,\n",
       "  27.63,\n",
       "  28.23,\n",
       "  28.78,\n",
       "  28.93,\n",
       "  29.63,\n",
       "  30.85,\n",
       "  30.36,\n",
       "  28.42,\n",
       "  30.15,\n",
       "  28.63,\n",
       "  28.42,\n",
       "  28.08,\n",
       "  28.2,\n",
       "  27.65,\n",
       "  26.86,\n",
       "  29.5,\n",
       "  29.15,\n",
       "  29.69,\n",
       "  27.57,\n",
       "  25.38,\n",
       "  26.02,\n",
       "  25.01,\n",
       "  23.8,\n",
       "  26.02,\n",
       "  12.52,\n",
       "  11.79,\n",
       "  10.85,\n",
       "  11.49,\n",
       "  10.73,\n",
       "  10.79,\n",
       "  10.58,\n",
       "  10.15,\n",
       "  9.54,\n",
       "  9.73,\n",
       "  10.73,\n",
       "  10.45,\n",
       "  9.78,\n",
       "  9.78,\n",
       "  9.21,\n",
       "  9.48,\n",
       "  9.91,\n",
       "  9.18,\n",
       "  9.0,\n",
       "  9.0,\n",
       "  9.03,\n",
       "  9.39,\n",
       "  9.51,\n",
       "  9.97,\n",
       "  10.85,\n",
       "  10.82,\n",
       "  10.43,\n",
       "  10.36,\n",
       "  9.75,\n",
       "  9.82,\n",
       "  9.27,\n",
       "  9.42,\n",
       "  9.85,\n",
       "  9.66,\n",
       "  9.24,\n",
       "  9.0,\n",
       "  9.21,\n",
       "  9.15,\n",
       "  9.0,\n",
       "  9.39,\n",
       "  9.09,\n",
       "  8.77,\n",
       "  8.54,\n",
       "  8.02,\n",
       "  8.3,\n",
       "  8.12,\n",
       "  8.27,\n",
       "  6.96,\n",
       "  6.96,\n",
       "  7.32,\n",
       "  7.39,\n",
       "  7.48,\n",
       "  7.29,\n",
       "  7.02,\n",
       "  6.84,\n",
       "  6.93,\n",
       "  6.81,\n",
       "  6.99,\n",
       "  6.84,\n",
       "  7.29,\n",
       "  7.14,\n",
       "  7.2,\n",
       "  7.2,\n",
       "  7.24,\n",
       "  7.24,\n",
       "  7.96,\n",
       "  8.3,\n",
       "  7.96,\n",
       "  8.05,\n",
       "  8.36,\n",
       "  8.05,\n",
       "  8.75,\n",
       "  8.36,\n",
       "  8.33,\n",
       "  8.17,\n",
       "  9.09,\n",
       "  9.48,\n",
       "  9.36,\n",
       "  9.97,\n",
       "  9.97,\n",
       "  9.7,\n",
       "  9.51,\n",
       "  10.55,\n",
       "  10.58,\n",
       "  10.51,\n",
       "  10.27,\n",
       "  10.03,\n",
       "  9.82,\n",
       "  10.27,\n",
       "  10.09,\n",
       "  10.09,\n",
       "  9.3,\n",
       "  9.57,\n",
       "  9.3,\n",
       "  9.48,\n",
       "  9.75,\n",
       "  9.24,\n",
       "  8.9,\n",
       "  9.18,\n",
       "  9.15,\n",
       "  9.15,\n",
       "  9.48,\n",
       "  9.42,\n",
       "  8.87,\n",
       "  9.12,\n",
       "  9.36,\n",
       "  9.91,\n",
       "  10.45,\n",
       "  10.33,\n",
       "  10.12,\n",
       "  9.85,\n",
       "  9.05,\n",
       "  9.51,\n",
       "  9.94,\n",
       "  9.57,\n",
       "  9.54,\n",
       "  10.0,\n",
       "  9.57,\n",
       "  9.78,\n",
       "  10.51,\n",
       "  11.18,\n",
       "  10.59,\n",
       "  11.12,\n",
       "  10.78,\n",
       "  10.96,\n",
       "  10.73,\n",
       "  10.5,\n",
       "  9.84,\n",
       "  9.48,\n",
       "  10.15,\n",
       "  10.01,\n",
       "  9.99,\n",
       "  10.72,\n",
       "  10.6,\n",
       "  10.9,\n",
       "  10.43,\n",
       "  9.92,\n",
       "  11.08,\n",
       "  12.51,\n",
       "  12.18,\n",
       "  11.79,\n",
       "  11.69,\n",
       "  12.02,\n",
       "  12.01,\n",
       "  12.74,\n",
       "  12.4,\n",
       "  12.61,\n",
       "  12.93,\n",
       "  12.14,\n",
       "  12.52,\n",
       "  12.14,\n",
       "  11.95,\n",
       "  11.66,\n",
       "  11.18,\n",
       "  11.11,\n",
       "  11.33,\n",
       "  11.27,\n",
       "  11.72,\n",
       "  11.45,\n",
       "  11.44,\n",
       "  11.46,\n",
       "  11.43,\n",
       "  11.3,\n",
       "  11.28,\n",
       "  11.07,\n",
       "  10.44,\n",
       "  9.62,\n",
       "  9.7,\n",
       "  10.16,\n",
       "  10.05,\n",
       "  10.18,\n",
       "  10.08,\n",
       "  10.53,\n",
       "  10.37,\n",
       "  9.74,\n",
       "  9.88,\n",
       "  9.95,\n",
       "  9.67,\n",
       "  9.94,\n",
       "  9.89,\n",
       "  9.82,\n",
       "  10.54,\n",
       "  10.94,\n",
       "  10.82,\n",
       "  11.67,\n",
       "  11.55,\n",
       "  11.35,\n",
       "  11.45,\n",
       "  11.31,\n",
       "  11.62,\n",
       "  11.59,\n",
       "  11.28,\n",
       "  10.71,\n",
       "  11.04,\n",
       "  10.28,\n",
       "  10.96,\n",
       "  11.85,\n",
       "  12.08,\n",
       "  11.65,\n",
       "  12.21,\n",
       "  10.11,\n",
       "  9.71,\n",
       "  9.72,\n",
       "  9.5,\n",
       "  9.28,\n",
       "  8.98,\n",
       "  9.04,\n",
       "  9.22,\n",
       "  9.21,\n",
       "  9.14,\n",
       "  9.27,\n",
       "  9.64,\n",
       "  9.48,\n",
       "  9.3,\n",
       "  9.36,\n",
       "  9.19,\n",
       "  9.26,\n",
       "  9.25,\n",
       "  9.28,\n",
       "  9.11,\n",
       "  8.97,\n",
       "  9.07,\n",
       "  8.79,\n",
       "  8.81,\n",
       "  8.71,\n",
       "  8.86,\n",
       "  8.66,\n",
       "  9.03,\n",
       "  9.2,\n",
       "  8.95,\n",
       "  8.67,\n",
       "  8.67,\n",
       "  9.02,\n",
       "  8.87,\n",
       "  9.02,\n",
       "  8.62,\n",
       "  8.4,\n",
       "  8.45,\n",
       "  8.26,\n",
       "  7.92,\n",
       "  8.28,\n",
       "  7.62,\n",
       "  7.65,\n",
       "  8.0,\n",
       "  7.56,\n",
       "  7.37,\n",
       "  7.54,\n",
       "  7.54,\n",
       "  7.56,\n",
       "  7.32,\n",
       "  7.28,\n",
       "  7.72,\n",
       "  7.85,\n",
       "  7.88,\n",
       "  7.78,\n",
       "  8.18,\n",
       "  8.63,\n",
       "  8.76,\n",
       "  8.75,\n",
       "  8.76,\n",
       "  8.26,\n",
       "  8.75,\n",
       "  8.9,\n",
       "  9.25,\n",
       "  8.82,\n",
       "  9.21,\n",
       "  9.33,\n",
       "  9.08,\n",
       "  8.57,\n",
       "  8.56,\n",
       "  8.54,\n",
       "  9.04,\n",
       "  9.03,\n",
       "  9.27,\n",
       "  9.52,\n",
       "  9.53,\n",
       "  9.1,\n",
       "  9.1,\n",
       "  9.12,\n",
       "  9.42,\n",
       "  9.54,\n",
       "  9.46,\n",
       "  9.22,\n",
       "  9.73,\n",
       "  9.5,\n",
       "  9.57,\n",
       "  9.65,\n",
       "  10.39,\n",
       "  10.21,\n",
       "  9.98,\n",
       "  9.93,\n",
       "  10.36,\n",
       "  10.24,\n",
       "  10.89,\n",
       "  11.55,\n",
       "  11.08,\n",
       "  10.96,\n",
       "  10.96,\n",
       "  10.59,\n",
       "  10.45,\n",
       "  10.21,\n",
       "  9.92,\n",
       "  10.03,\n",
       "  10.22,\n",
       "  10.51,\n",
       "  10.05,\n",
       "  10.21,\n",
       "  10.39,\n",
       "  10.45,\n",
       "  10.73,\n",
       "  10.91,\n",
       "  10.65,\n",
       "  11.33,\n",
       "  11.47,\n",
       "  11.52,\n",
       "  11.14,\n",
       "  10.99,\n",
       "  10.53,\n",
       "  10.32,\n",
       "  10.24,\n",
       "  10.28,\n",
       "  10.55,\n",
       "  10.1,\n",
       "  10.93,\n",
       "  10.78,\n",
       "  10.61,\n",
       "  11.19,\n",
       "  11.29,\n",
       "  11.31,\n",
       "  11.32,\n",
       "  11.22,\n",
       "  11.71,\n",
       "  12.02,\n",
       "  11.87,\n",
       "  12.33,\n",
       "  12.38,\n",
       "  12.0,\n",
       "  11.82,\n",
       "  11.69,\n",
       "  12.15,\n",
       "  12.02,\n",
       "  12.16,\n",
       "  11.96,\n",
       "  11.62,\n",
       "  11.0,\n",
       "  11.25,\n",
       "  10.45,\n",
       "  11.06,\n",
       "  11.58,\n",
       "  11.51,\n",
       "  10.68,\n",
       "  10.55,\n",
       "  11.4,\n",
       "  11.81,\n",
       "  11.44,\n",
       "  11.7,\n",
       "  11.86,\n",
       "  11.99,\n",
       "  12.19,\n",
       "  12.02,\n",
       "  11.91,\n",
       "  11.88,\n",
       "  12.13,\n",
       "  12.03,\n",
       "  12.08,\n",
       "  12.12,\n",
       "  11.8,\n",
       "  11.71,\n",
       "  11.35,\n",
       "  11.41,\n",
       "  11.41,\n",
       "  11.51,\n",
       "  11.89,\n",
       "  11.7,\n",
       "  11.55,\n",
       "  12.11,\n",
       "  12.03,\n",
       "  11.94,\n",
       "  11.72,\n",
       "  11.99,\n",
       "  12.09,\n",
       "  12.19,\n",
       "  12.16,\n",
       "  12.52,\n",
       "  12.7,\n",
       "  12.36,\n",
       "  12.15,\n",
       "  11.93,\n",
       "  11.79,\n",
       "  11.56,\n",
       "  11.73,\n",
       "  11.19,\n",
       "  11.65,\n",
       "  11.8,\n",
       "  11.66,\n",
       "  11.52,\n",
       "  11.43,\n",
       "  11.01,\n",
       "  10.93,\n",
       "  11.85,\n",
       "  11.76,\n",
       "  11.34,\n",
       "  11.64,\n",
       "  12.45,\n",
       "  12.29,\n",
       "  12.26,\n",
       "  12.16,\n",
       "  12.03,\n",
       "  11.41,\n",
       "  11.83,\n",
       "  12.24,\n",
       "  11.74,\n",
       "  11.66,\n",
       "  11.66,\n",
       "  11.77,\n",
       "  11.33,\n",
       "  11.14,\n",
       "  11.08,\n",
       "  11.05,\n",
       "  10.78,\n",
       "  10.41,\n",
       "  10.45,\n",
       "  9.95,\n",
       "  9.77,\n",
       "  9.5,\n",
       "  9.77,\n",
       "  9.99,\n",
       "  9.8,\n",
       "  8.33,\n",
       "  8.32,\n",
       "  8.19,\n",
       "  8.4,\n",
       "  8.33,\n",
       "  8.05,\n",
       "  8.3,\n",
       "  8.62,\n",
       "  8.3,\n",
       "  8.24,\n",
       "  8.53,\n",
       "  9.11,\n",
       "  8.76,\n",
       "  8.52,\n",
       "  8.42,\n",
       "  8.9,\n",
       "  8.51,\n",
       "  8.86,\n",
       "  8.68,\n",
       "  7.6,\n",
       "  7.29,\n",
       "  7.27,\n",
       "  7.26,\n",
       "  7.04,\n",
       "  7.39,\n",
       "  6.98,\n",
       "  6.97,\n",
       "  7.3,\n",
       "  7.5,\n",
       "  7.42,\n",
       "  7.2,\n",
       "  7.03,\n",
       "  6.8,\n",
       "  7.17,\n",
       "  7.31,\n",
       "  7.44,\n",
       "  7.29,\n",
       "  7.29,\n",
       "  7.09,\n",
       "  7.38,\n",
       "  7.59,\n",
       "  7.69,\n",
       "  7.77,\n",
       "  7.74,\n",
       "  7.84,\n",
       "  7.77,\n",
       "  7.65,\n",
       "  7.55,\n",
       "  7.22,\n",
       "  7.15,\n",
       "  7.15,\n",
       "  7.17,\n",
       "  6.83,\n",
       "  7.04,\n",
       "  6.9,\n",
       "  6.99,\n",
       "  6.99,\n",
       "  6.97,\n",
       "  6.95,\n",
       "  6.88,\n",
       "  6.89,\n",
       "  7.05,\n",
       "  7.2,\n",
       "  7.3,\n",
       "  7.09,\n",
       "  7.23,\n",
       "  7.22,\n",
       "  7.12,\n",
       "  7.26,\n",
       "  7.15,\n",
       "  7.16,\n",
       "  7.05,\n",
       "  7.06,\n",
       "  6.89,\n",
       "  6.95,\n",
       "  6.82,\n",
       "  6.7,\n",
       "  6.65,\n",
       "  6.61,\n",
       "  6.86,\n",
       "  7.06,\n",
       "  7.18,\n",
       "  7.37,\n",
       "  7.08,\n",
       "  6.86,\n",
       "  6.97,\n",
       "  7.08,\n",
       "  7.15,\n",
       "  7.24,\n",
       "  7.14,\n",
       "  7.5,\n",
       "  7.59,\n",
       "  7.51,\n",
       "  7.77,\n",
       "  7.81,\n",
       "  7.96,\n",
       "  8.21,\n",
       "  8.22,\n",
       "  8.37,\n",
       "  7.78,\n",
       "  7.7,\n",
       "  7.37,\n",
       "  7.61,\n",
       "  7.58,\n",
       "  7.93,\n",
       "  7.76,\n",
       "  7.61,\n",
       "  7.43,\n",
       "  7.55,\n",
       "  7.95,\n",
       "  7.79,\n",
       "  7.77,\n",
       "  7.49,\n",
       "  7.64,\n",
       "  7.54,\n",
       "  7.38,\n",
       "  7.37,\n",
       "  7.28,\n",
       "  7.11,\n",
       "  7.27,\n",
       "  7.17,\n",
       "  7.43,\n",
       "  7.53,\n",
       "  7.39,\n",
       "  7.19,\n",
       "  7.22,\n",
       "  7.33,\n",
       "  7.09,\n",
       "  6.91,\n",
       "  6.88,\n",
       "  7.05,\n",
       "  6.98,\n",
       "  7.0,\n",
       "  6.84,\n",
       "  6.84,\n",
       "  6.97,\n",
       "  7.2,\n",
       "  7.25,\n",
       "  7.25,\n",
       "  7.22,\n",
       "  7.08,\n",
       "  7.14,\n",
       "  7.16,\n",
       "  7.11,\n",
       "  7.1,\n",
       "  7.02,\n",
       "  7.11,\n",
       "  6.86,\n",
       "  6.82,\n",
       "  6.75,\n",
       "  6.89,\n",
       "  6.71,\n",
       "  6.87,\n",
       "  7.09,\n",
       "  7.26,\n",
       "  6.96,\n",
       "  6.98,\n",
       "  7.13,\n",
       "  7.1,\n",
       "  7.03,\n",
       "  7.02,\n",
       "  6.88,\n",
       "  6.98,\n",
       "  6.98,\n",
       "  7.0,\n",
       "  7.07,\n",
       "  7.13,\n",
       "  7.43,\n",
       "  7.22,\n",
       "  7.18,\n",
       "  7.29,\n",
       "  7.17,\n",
       "  7.3,\n",
       "  7.05,\n",
       "  7.23,\n",
       "  7.3,\n",
       "  7.12,\n",
       "  7.08,\n",
       "  7.11,\n",
       "  7.08,\n",
       "  7.07,\n",
       "  6.99,\n",
       "  6.92,\n",
       "  6.91,\n",
       "  7.16,\n",
       "  7.19,\n",
       "  7.3,\n",
       "  7.29,\n",
       "  7.27,\n",
       "  7.25,\n",
       "  7.29,\n",
       "  6.99,\n",
       "  7.08,\n",
       "  7.01,\n",
       "  7.05,\n",
       "  7.09,\n",
       "  6.88,\n",
       "  6.89,\n",
       "  7.1,\n",
       "  7.03,\n",
       "  7.01,\n",
       "  7.05,\n",
       "  7.03,\n",
       "  6.9,\n",
       "  6.99,\n",
       "  6.42,\n",
       "  6.6,\n",
       "  6.51,\n",
       "  6.44,\n",
       "  6.38,\n",
       "  6.39,\n",
       "  6.57,\n",
       "  6.6,\n",
       "  6.54,\n",
       "  6.49,\n",
       "  6.74,\n",
       "  6.84,\n",
       "  6.91,\n",
       "  6.98,\n",
       "  7.03,\n",
       "  7.82,\n",
       "  8.51,\n",
       "  8.58,\n",
       "  8.75,\n",
       "  8.9,\n",
       "  9.03,\n",
       "  9.08,\n",
       "  9.02,\n",
       "  9.11,\n",
       "  9.14,\n",
       "  8.8,\n",
       "  8.65,\n",
       "  8.68,\n",
       "  8.87,\n",
       "  8.91,\n",
       "  9.18,\n",
       "  8.89,\n",
       "  8.8,\n",
       "  8.73,\n",
       "  8.49,\n",
       "  8.42,\n",
       "  8.56,\n",
       "  8.58,\n",
       "  8.34,\n",
       "  8.16,\n",
       "  8.35,\n",
       "  8.49,\n",
       "  8.64,\n",
       "  8.47,\n",
       "  8.88,\n",
       "  8.85,\n",
       "  9.3,\n",
       "  9.31,\n",
       "  9.34,\n",
       "  9.27,\n",
       "  9.13,\n",
       "  9.28,\n",
       "  9.38,\n",
       "  9.11,\n",
       "  9.27,\n",
       "  9.28,\n",
       "  9.37,\n",
       "  9.3,\n",
       "  9.66,\n",
       "  9.92,\n",
       "  9.67,\n",
       "  9.52,\n",
       "  9.65,\n",
       "  9.68,\n",
       "  9.54,\n",
       "  9.66,\n",
       "  10.16,\n",
       "  10.14,\n",
       "  10.02,\n",
       "  10.11,\n",
       "  10.11,\n",
       "  9.97,\n",
       "  10.47,\n",
       "  10.21,\n",
       "  10.08,\n",
       "  9.86,\n",
       "  10.25,\n",
       "  10.08,\n",
       "  10.31,\n",
       "  9.91,\n",
       "  9.55,\n",
       "  9.69,\n",
       "  9.55,\n",
       "  9.56,\n",
       "  9.58,\n",
       "  9.81,\n",
       "  9.71,\n",
       "  9.58,\n",
       "  9.89,\n",
       "  9.88,\n",
       "  10.22,\n",
       "  10.54,\n",
       "  10.15,\n",
       "  10.14,\n",
       "  10.24,\n",
       "  10.45,\n",
       "  10.79,\n",
       "  10.99,\n",
       "  11.11,\n",
       "  11.16,\n",
       "  11.1,\n",
       "  10.94,\n",
       "  11.06,\n",
       "  10.88,\n",
       "  10.79,\n",
       "  10.97,\n",
       "  11.23,\n",
       "  10.8,\n",
       "  10.87,\n",
       "  10.76,\n",
       "  11.13,\n",
       "  10.98,\n",
       "  10.74,\n",
       "  10.91,\n",
       "  10.37,\n",
       "  9.93,\n",
       "  10.06,\n",
       "  10.36,\n",
       "  10.08,\n",
       "  10.11,\n",
       "  10.0,\n",
       "  10.55,\n",
       "  10.84,\n",
       "  11.29,\n",
       "  11.21,\n",
       "  11.4,\n",
       "  11.52,\n",
       "  11.84,\n",
       "  11.94,\n",
       "  12.07,\n",
       "  11.31,\n",
       "  11.06,\n",
       "  11.29,\n",
       "  11.27,\n",
       "  11.07,\n",
       "  11.18,\n",
       "  10.99,\n",
       "  10.99,\n",
       "  11.53,\n",
       "  11.52,\n",
       "  11.23,\n",
       "  11.13,\n",
       "  11.26,\n",
       "  11.14,\n",
       "  11.2,\n",
       "  11.24,\n",
       "  10.94,\n",
       "  10.65,\n",
       "  10.47,\n",
       "  10.86,\n",
       "  10.9,\n",
       "  10.44,\n",
       "  10.28,\n",
       "  9.92,\n",
       "  9.93,\n",
       "  9.91,\n",
       "  9.86,\n",
       "  10.28,\n",
       "  10.06,\n",
       "  10.08,\n",
       "  10.17,\n",
       "  10.56,\n",
       "  10.47,\n",
       "  10.23,\n",
       "  10.28,\n",
       "  10.14,\n",
       "  10.24,\n",
       "  9.94,\n",
       "  9.91,\n",
       "  10.31,\n",
       "  10.16,\n",
       "  9.81,\n",
       "  9.78,\n",
       "  9.67,\n",
       "  9.74,\n",
       "  9.58,\n",
       "  9.65,\n",
       "  9.63,\n",
       "  9.92,\n",
       "  10.1,\n",
       "  10.28,\n",
       "  10.35,\n",
       "  10.39,\n",
       "  10.35,\n",
       "  10.78,\n",
       "  10.74,\n",
       "  10.98,\n",
       "  11.36,\n",
       "  11.18,\n",
       "  11.54,\n",
       "  11.73,\n",
       "  11.77,\n",
       "  11.11,\n",
       "  11.05,\n",
       "  11.05,\n",
       "  10.99,\n",
       "  10.79,\n",
       "  10.97,\n",
       "  11.19,\n",
       "  11.22,\n",
       "  10.95,\n",
       "  11.03,\n",
       "  10.97,\n",
       "  10.85,\n",
       "  10.82,\n",
       "  10.6,\n",
       "  10.9,\n",
       "  11.04,\n",
       "  11.02,\n",
       "  11.17,\n",
       "  11.57,\n",
       "  11.54,\n",
       "  11.18,\n",
       "  11.26,\n",
       "  11.31,\n",
       "  10.93,\n",
       "  10.89,\n",
       "  10.79,\n",
       "  10.87,\n",
       "  ...]}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AAPL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "aapl = np.array(AAPL['adj_close'])\n",
    "aapl_dates = np.array(AAPL['date'], dtype=np.datetime64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 31.68,  29.66,  31.12, ..., 438.75, 435.62, 424.83])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aapl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2000-03-01', '2000-03-02', '2000-03-03', ..., '2013-02-27',\n",
       "       '2013-02-28', '2013-03-01'], dtype='datetime64[D]')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aapl_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "aapl = np.array(AAPL['adj_close'])\n",
    "aapl_dates = np.array(AAPL['date'], dtype=np.datetime64)\n",
    "window_size = 30\n",
    "window = np.ones(window_size)/float(window_size)\n",
    "aapl_avg = np.convolve(aapl, window, 'same')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 15.035     ,  16.20366667,  17.349     , ..., 270.03766667,\n",
       "       255.06333333, 240.105     ])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aapl_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"92c9ced5-8c69-4326-86c2-0bcb47938417\" data-root-id=\"1821\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"7f7d568d-f25f-4ecb-b039-c24536b07676\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1830\"}],\"center\":[{\"id\":\"1833\"},{\"id\":\"1837\"},{\"id\":\"1878\"}],\"left\":[{\"id\":\"1834\"}],\"plot_height\":350,\"plot_width\":800,\"renderers\":[{\"id\":\"1855\"},{\"id\":\"1883\"}],\"title\":{\"id\":\"1857\"},\"toolbar\":{\"id\":\"1845\"},\"x_range\":{\"id\":\"1822\"},\"x_scale\":{\"id\":\"1826\"},\"y_range\":{\"id\":\"1824\"},\"y_scale\":{\"id\":\"1828\"}},\"id\":\"1821\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]}},\"selected\":{\"id\":\"1893\"},\"selection_policy\":{\"id\":\"1894\"}},\"id\":\"1880\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1841\",\"type\":\"SaveTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1880\"},\"glyph\":{\"id\":\"1881\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1882\"},\"selection_glyph\":null,\"view\":{\"id\":\"1884\"}},\"id\":\"1883\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1880\"}},\"id\":\"1884\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1875\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"source\":{\"id\":\"1852\"}},\"id\":\"1856\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"1844\"}},\"id\":\"1840\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]}},\"selected\":{\"id\":\"1863\"},\"selection_policy\":{\"id\":\"1864\"}},\"id\":\"1852\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis\":{\"id\":\"1830\"},\"grid_line_alpha\":0,\"ticker\":null},\"id\":\"1833\",\"type\":\"Grid\"},{\"attributes\":{\"label\":{\"value\":\"close\"},\"renderers\":[{\"id\":\"1855\"}]},\"id\":\"1879\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1893\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1844\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"Date\",\"formatter\":{\"id\":\"1859\"},\"ticker\":{\"id\":\"1831\"}},\"id\":\"1830\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1852\"},\"glyph\":{\"id\":\"1853\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1854\"},\"selection_glyph\":null,\"view\":{\"id\":\"1856\"}},\"id\":\"1855\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Price\",\"formatter\":{\"id\":\"1861\"},\"ticker\":{\"id\":\"1835\"}},\"id\":\"1834\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1876\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"1864\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1838\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"darkgrey\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"darkgrey\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1853\",\"type\":\"Circle\"},{\"attributes\":{\"text\":\"AAPL One-Month Average\"},\"id\":\"1857\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1838\"},{\"id\":\"1839\"},{\"id\":\"1840\"},{\"id\":\"1841\"},{\"id\":\"1842\"},{\"id\":\"1843\"}]},\"id\":\"1845\",\"type\":\"Toolbar\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1865\"},{\"id\":\"1866\"},{\"id\":\"1867\"},{\"id\":\"1868\"},{\"id\":\"1869\"},{\"id\":\"1870\"},{\"id\":\"1871\"},{\"id\":\"1872\"},{\"id\":\"1873\"},{\"id\":\"1874\"},{\"id\":\"1875\"},{\"id\":\"1876\"}]},\"id\":\"1831\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"1894\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1865\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1824\",\"type\":\"DataRange1d\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1873\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1874\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"darkgrey\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"darkgrey\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1854\",\"type\":\"Circle\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1869\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1867\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"label\":{\"value\":\"avg\"},\"renderers\":[{\"id\":\"1883\"}]},\"id\":\"1908\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1842\",\"type\":\"ResetTool\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1868\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1822\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1882\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"1834\"},\"band_fill_alpha\":0.1,\"band_fill_color\":\"gray\",\"dimension\":1,\"grid_line_alpha\":0,\"ticker\":null},\"id\":\"1837\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1828\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1843\",\"type\":\"HelpTool\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1872\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1826\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1861\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1871\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1839\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1870\",\"type\":\"DaysTicker\"},{\"attributes\":{\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1881\",\"type\":\"Line\"},{\"attributes\":{\"click_policy\":\"hide\",\"items\":[{\"id\":\"1879\"},{\"id\":\"1908\"}],\"location\":\"top_left\"},\"id\":\"1878\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1859\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1863\",\"type\":\"Selection\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1866\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1835\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"1821\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"7f7d568d-f25f-4ecb-b039-c24536b07676\",\"root_ids\":[\"1821\"],\"roots\":{\"1821\":\"92c9ced5-8c69-4326-86c2-0bcb47938417\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1821"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画布\n",
    "p = figure(width = 800, height = 350, x_axis_type = \"datetime\")\n",
    "# 图层\n",
    "p.circle(aapl_dates, aapl, size = 4, color = 'darkgrey', alpha = 0.2, legend = 'close')\n",
    "p.line(aapl_dates, aapl_avg, color = 'red', legend = 'avg')\n",
    "# 自定义视觉属性\n",
    "p.title.text = \"AAPL One-Month Average\"\n",
    "p.legend.location = \"top_left\"\n",
    "p.grid.grid_line_alpha = 0\n",
    "p.xaxis.axis_label = 'Date'\n",
    "p.yaxis.axis_label = 'Price'\n",
    "p.ygrid.band_fill_color=\"gray\"\n",
    "p.ygrid.band_fill_alpha = 0.1\n",
    "p.legend.click_policy = \"hide\" # 点击图例显示隐藏数据\n",
    "# 显示结果\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
